Compare commits
53 Commits
dc1d51a666
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evaluation
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9ea9d09b82
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e765301ce4
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8377361a66
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@@ -30,12 +30,12 @@ def getPrnuShownAsSuch(size, gaussianNoise = 0):
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break
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break
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# Center vertically, especially in the case `HEIGHT` > `WIDTH`.
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# Center vertically, especially in the case `HEIGHT` > `WIDTH`.
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draw.text((0, HEIGHT // 2 - fontSize // 2), TEXT, 255, font = font)
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draw.text((0, HEIGHT // 2 - fontSize // 2), TEXT, 255, font = font)
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imageNpArray = np.array(imagePil)
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imageNpArray = np.array(imagePil, dtype = np.float64)
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gaussianNoiseNpArray = randomGaussianImage(gaussianNoise, size[::-1])
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gaussianNoiseNpArray = randomGaussianImage(gaussianNoise, size[::-1])
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#prnuShownAsSuch = imageNpArray + gaussianNoiseNpArray
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#prnuShownAsSuch = imageNpArray + gaussianNoiseNpArray
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prnuShownAsSuch = imageNpArray
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prnuShownAsSuch = imageNpArray
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for y in range(HEIGHT):
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for y in range(HEIGHT):
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for x in range(WIDTH):
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for x in range(WIDTH):
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if prnuShownAsSuch[y, x] != 0:
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if prnuShownAsSuch[y, x] != 0:
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prnuShownAsSuch[y, x] += gaussianNoiseNpArray[y, x]
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prnuShownAsSuch[y, x] = gaussianNoiseNpArray[y, x]
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return prnuShownAsSuch
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return prnuShownAsSuch
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@@ -45,11 +45,11 @@
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<page width="576.00000000" height="782.92900000">
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<page width="576.00000000" height="782.92900000">
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@@ -0,0 +1 @@
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https://en.wikipedia.org/w/index.php?title=Color_balance&oldid=1193262662
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@@ -0,0 +1,60 @@
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<?xml version="1.0" standalone="no"?>
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<xournal creator="Xournal++ 1.1.3" fileversion="4">
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<title>Xournal++ document - see https://github.com/xournalpp/xournalpp</title>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" domain="absolute" filename="/home/benjamin/Desktop/bens_folder/school/ens/asp/aria/internship/work/articles/Color balance - Wikipedia/Color balance - Wikipedia.pdf" pageno="1"/>
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<layer/>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="5"/>
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<layer/>
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</page>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="6"/>
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<layer/>
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<page width="596.00000000" height="842.00000000">
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<layer/>
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<layer/>
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</xournal>
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@@ -0,0 +1 @@
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https://en.wikipedia.org/w/index.php?title=Color_filter_array&oldid=1225070782
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@@ -0,0 +1,51 @@
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<?xml version="1.0" standalone="no"?>
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<xournal creator="Xournal++ 1.1.3" fileversion="4">
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<title>Xournal++ document - see https://github.com/xournalpp/xournalpp</title>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" domain="absolute" filename="/home/benjamin/Desktop/bens_folder/school/ens/asp/aria/internship/work/articles/Color filter array - Wikipedia/Color filter array - Wikipedia.pdf" pageno="1"/>
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|
<text font="Sans" size="12.00000000" x="46.91696167" y="217.29287720" color="#00c0ffff" ts="0" fn="">why using such method for e paper? is not it the case
|
||||||
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for usual displays?</text>
|
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</layer>
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|
</page>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="2"/>
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<layer/>
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</page>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="3"/>
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<layer/>
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</page>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="4"/>
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<layer/>
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</page>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="5"/>
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<layer/>
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</page>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="6"/>
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<layer/>
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</page>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="7"/>
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<layer/>
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</page>
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</xournal>
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https://en.wikipedia.org/w/index.php?title=Cram%C3%A9r%E2%80%93Rao_bound&oldid=1223930930
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@@ -0,0 +1,58 @@
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<?xml version="1.0" standalone="no"?>
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<xournal creator="Xournal++ 1.1.3" fileversion="4">
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<title>Xournal++ document - see https://github.com/xournalpp/xournalpp</title>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" domain="absolute" filename="Cramér–Rao bound - Wikipedia.pdf" pageno="1"/>
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<text font="Sans" size="12.00000000" x="4.21063267" y="76.87832085" color="#00c0ffff" ts="0" fn="">summary:
|
||||||
|
|
||||||
|
PRNU estimation using (6) (have to investigate the denoiser used)
|
||||||
|
pre-process PRNU estimation:
|
||||||
|
- remove for each row and column its mean
|
||||||
|
- if visually identifiable patterns in ZM(K), then Wiener filter in Fourier domain
|
||||||
|
- high-pass filtering in the Fourier domain</text>
|
||||||
</layer>
|
</layer>
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</page>
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</page>
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||||||
|
<text font="Sans" size="12.00000000" x="99.13339233" y="333.95510864" color="#00c0ffff" ts="0" fn="">Maximum Likelihood I think</text>
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<text font="Sans" size="12.00000000" x="521.16227813" y="40.24715949" color="#00c0ffff" ts="0" fn="">?</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">508.95800781 61.81716919 566.77077422 61.81716919</stroke>
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||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">323.78808594 73.66857910 368.60962771 73.66857910</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">461.24487305 67.36035156 524.35304583 67.36035156</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">328.21417236 80.30192566 561.01121044 80.30192566</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">325.91394043 91.55670166 471.98311215 91.55670166</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">363.04785156 103.36572266 562.94358940 103.36572266</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">325.83569336 115.99246216 405.06548880 115.99246216</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">428.77746582 117.78836060 563.19731002 117.78836060</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">327.18878174 130.60467529 562.44523180 130.60467529</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">326.65527344 140.36282349 564.13896612 140.36282349</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">324.91333008 152.44677734 407.60062315 152.44677734</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="350.02954102" y="139.25283813" color="#00c0ffff" ts="0" fn="">algorithmitically?</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">393.61120605 164.49752808 402.62463379 165.37698364</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">425.62652588 165.06658936 442.25079346 166.00271606</stroke>
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<stroke tool="highlighter" color="#ffff007f" width="8.50000000">468.94116211 165.54495239 561.31364230 165.54495239</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">327.60577393 178.73403931 406.33771555 178.73403931</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">541.04943848 177.69342041 563.91020342 177.69342041</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">326.57110596 190.43765259 377.56640561 190.43765259</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">454.92926025 187.89749146 466.17608643 188.66137695</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">512.62744141 189.35879517 564.82964462 189.35879517</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">326.74316406 201.50140381 400.35463881 201.50140381</stroke>
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||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">512.71765137 219.15594482 566.85851030 219.15594482</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">324.67254639 230.83493042 375.74952424 230.83493042</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">326.73577881 238.08743286 478.33434065 238.08743286</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">385.56732178 253.56246948 497.11789465 253.56246948</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">347.52069092 281.63504028 347.52069092 281.63504028</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">387.36901855 281.96923828 462.71168899 281.96923828</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">496.17340088 281.53491211 496.17340088 281.53491211</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">537.91278076 282.87490845 564.77737520 282.87490845</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">325.58074951 295.67456055 392.27043656 295.67456055</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">445.93103027 300.50521851 475.78859729 300.50521851</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">561.22387695 297.62786865 561.22387695 297.62786865</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">327.50018311 307.28085327 423.96648459 307.28085327</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">457.76293945 307.58224487 563.92797852 303.13934326</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">328.81854248 320.10308838 484.73662550 320.10308838</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">558.38513184 318.63482666 563.37335205 319.67538452</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">326.36816406 332.69314575 453.96015618 332.69314575</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">484.44598389 331.69067383 559.68262786 331.69067383</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">326.01306152 343.88510132 326.01306152 343.88510132</stroke>
|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">357.00183105 343.44772339 559.72426452 343.44772339</stroke>
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|
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|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">489.27758789 357.28869629 560.91998330 357.28869629</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">326.61547852 367.77642822 563.02385789 367.77642822</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">326.33288574 383.05731201 399.67168416 383.05731201</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">473.40936279 382.70880127 473.40936279 382.70880127</stroke>
|
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|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">327.46643066 396.84124756 342.47808838 398.03460693</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">556.36669922 408.42248535 561.08947754 409.28497314</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">327.60595703 420.90020752 471.89650057 420.90020752</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">372.33776855 402.38769531 560.33779656 402.38769531</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">326.99945068 414.79620361 509.47837820 414.79620361</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">373.82739258 433.93197632 560.22526704 433.93197632</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">325.96807861 444.79864502 378.23054249 444.79864502</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">410.58728027 445.27777100 520.40384720 445.27777100</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">543.51800537 449.70074463 564.67801280 449.70074463</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">323.54364014 463.25482178 562.36682852 463.25482178</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">325.65032959 476.92700195 512.05382759 476.92700195</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="516.33007812" y="462.80007935" color="#00c0ffff" ts="0" fn="">to check</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">349.54925537 480.24865723 352.43060303 483.78955078</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">352.43060303 483.78955078 357.64648438 476.17193604</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">514.38146973 532.57238770 563.07492749 532.57238770</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">328.40399170 544.48718262 517.22691655 544.48718262</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">338.87030029 564.31170654 398.49440603 564.31170654</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">458.79058838 557.89160156 499.35953675 557.89160156</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">328.61553955 574.07104492 477.02661134 574.07104492</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">514.71575928 574.45507812 558.96797787 574.45507812</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">348.92376709 587.39160156 418.77032690 587.39160156</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">476.68652344 496.26965332 478.50452725 499.41852830</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">478.41247559 499.46990967 484.73187256 490.40136719</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">459.14538574 588.18585205 560.87469655 588.18585205</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">326.94342041 605.17291260 426.00205748 605.17291260</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="481.45550537" y="474.84460449" color="#00c0ffff" ts="0" fn="">dot equal meaning?
|
||||||
|
not considering O(x²)
|
||||||
|
it seems correct</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">467.14672852 644.52539062 498.87317935 644.52539062</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">432.07135010 668.73229980 555.25925871 668.73229980</stroke>
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||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">506.10205078 651.13403320 566.33391653 651.13403320</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">325.68579102 660.93353271 564.53912731 660.93353271</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">329.35626221 675.19561768 374.86286683 675.19561768</stroke>
|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">337.26556396 700.71295166 561.85758366 700.71295166</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">327.41088867 712.99313354 534.90055874 712.99313354</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">547.38250732 711.63006592 563.04162598 713.20178223</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">326.22406006 724.79919434 357.27578010 724.79919434</stroke>
|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">371.27832031 725.92346191 540.55891062 725.92346191</stroke>
|
||||||
|
<teximage text="\mathbf{X} \text{ and } \mathbf{Y} \text{ seem to be images not sets of images}\\ \text{so } \mathbf{\bar{X}} \text{ seems to be the average pixel value of } \mathbf{X} \text{ and not the average image}" left="45.48101807" top="625.96652830" right="321.24827059" bottom="651.70501709"/>
|
||||||
|
<text font="Sans" size="12.00000000" x="236.42767334" y="609.71469116" color="#00c0ffff" ts="0" fn="">looks symetric</text>
|
||||||
|
</layer>
|
||||||
</page>
|
</page>
|
||||||
<page width="612.00000000" height="792.00000000">
|
<page width="612.00000000" height="792.00000000">
|
||||||
<background type="pdf" pageno="3"/>
|
<background type="pdf" pageno="3"/>
|
||||||
<layer/>
|
<layer>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">362.00350124 291.13453121 440.31032062 291.13453121</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">346.75016912 517.58479714 425.93177392 517.58479714</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">351.05124459 663.44476552 564.16107359 663.44476552</stroke>
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|
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|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">48.11358643 70.68405151 280.50529264 70.68405151</stroke>
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||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">49.67510986 81.42718506 112.19735927 81.42718506</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">143.08697510 83.53942871 285.04009857 83.53942871</stroke>
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||||||
|
<text font="Sans" size="12.00000000" x="192.28253174" y="79.48443604" color="#00c0ffff" ts="0" fn="">?</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">48.81723022 95.90167236 239.32251642 95.90167236</stroke>
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||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">99.09112549 109.16845703 284.06357704 109.16845703</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">50.35012817 124.59283447 149.41354579 124.59283447</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">78.02178955 166.49279785 108.26223539 166.49279785</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">138.85833740 167.61813354 284.15068115 167.61813354</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">48.21493530 178.46881104 182.71723102 178.46881104</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="206.68130493" y="166.50595093" color="#00c0ffff" ts="0" fn="">two??</text>
|
||||||
|
<teximage text="\text{It seems that: } \mathbf{\Xi} = \mathbf{I}^{(0)}-\mathbf{\hat{I}}^{(0)}+(\mathbf{I}^{(0)}-\mathbf{I})\mathbf{K}+\mathbf{\Theta}" left="109.97003174" top="134.90631104" right="321.23983951" bottom="155.90631104"/>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">231.45443726 180.04449463 284.43149361 180.04449463</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">58.22244263 191.01074219 248.19551826 191.01074219</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">48.38818359 204.58117676 102.91169697 204.58117676</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">160.46414185 203.10626221 282.89505632 203.10626221</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">74.99578857 133.40032959 77.61203003 136.73950195</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">77.61203003 136.73950195 83.46665124 126.59900055</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">133.33154297 215.39541626 205.40934113 215.39541626</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">249.22348022 228.63381958 284.38913759 228.63381958</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">48.16024780 240.79586792 141.28159242 240.79586792</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">174.27651978 240.44912720 280.53643566 240.44912720</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">48.01834106 255.78384399 64.26733398 255.10421753</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="210.09564209" y="213.57748413" color="#00c0ffff" ts="0" fn="">how?</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">75.67672729 267.00982666 285.78969447 267.00982666</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">48.74884033 279.73931885 230.50919395 279.73931885</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">259.64636230 279.77651978 282.90008963 279.77651978</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">103.34487915 290.47320557 214.69892193 290.47320557</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">122.61608887 302.31460571 164.64365667 302.31460571</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">236.92532349 302.03689575 267.05200195 303.76452637</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">223.72476196 296.24359131 288.63249265 296.24359131</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">47.39227295 308.15759277 85.75098901 308.15759277</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">179.66940308 314.74664307 283.52145416 314.74664307</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">47.94177246 328.07226562 284.98855259 328.07226562</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">50.31787109 343.52355957 204.94200383 343.52355957</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">218.64779663 344.03359985 280.85755492 344.03359985</stroke>
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|
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">50.41738892 368.01531982 282.98216569 368.01531982</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">102.82791138 381.44314575 282.08377424 381.44314575</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">49.71881104 393.72885132 55.95856675 393.72885132</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">142.76605225 393.02490234 218.98156547 393.02490234</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">95.02902222 406.36938477 98.14181519 410.26925659</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">98.14181519 410.11248779 104.21700332 399.58995328</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">159.06427002 405.46527100 161.16152954 407.34252930</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">161.33059692 407.55862427 165.68142285 400.02277271</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">219.96762085 406.85577393 222.91284180 409.47174072</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">222.91284180 409.47174072 228.42664681 399.92155030</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">48.34387207 588.04357910 284.08374769 588.04357910</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">52.46850586 603.65545654 52.46850586 603.65545654</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">265.58593750 577.61041260 284.02529243 577.61041260</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">74.81341553 576.79144287 234.84446858 576.79144287</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">68.19375610 437.26290894 240.74645761 437.26290894</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">68.05148315 452.22680664 68.05148315 471.39776611 265.10351562 471.39776611 265.10351562 452.22680664 68.05148315 452.22680664</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">80.82266235 485.75820923 290.39347987 485.75820923</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">49.68911743 497.79916382 145.25370401 497.79916382</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">185.69598389 495.46591187 283.32825330 495.46591187</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">47.97225952 509.77767944 172.58543579 509.77767944</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="263.93231201" y="435.04779053" color="#00c0ffff" ts="0" fn="">to check</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="167.76638794" y="520.64541626" color="#00c0ffff" ts="0" fn="">why?</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">189.30657959 447.52532959 189.30657959 475.58920288 268.59356689 475.58920288 268.59356689 447.52532959 189.30657959 447.52532959</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">100.83193970 533.55535889 102.96176147 536.23257446</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">103.18859863 536.23257446 111.63572444 521.60172339</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">83.42526245 628.49642944 85.93426514 630.53976440</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">85.93426514 630.53976440 89.59991455 619.03097534</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="167.63052368" y="618.00769043" color="#00c0ffff" ts="0" fn="">why?</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">191.16159058 555.44595337 194.06729126 560.01876831</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">194.06729126 560.01876831 201.72512817 548.12371826</stroke>
|
||||||
|
<teximage text="\text{why } E\left[\sum_{k=1}^N(\mathbf{I}_k)^2\right] = \sum_{k=1}^N(\mathbf{I}_k)^2?" left="183.49615479" top="591.16033936" right="300.89061988" bottom="625.16033936"/>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">57.79257202 685.46777344 194.09613044 685.46777344</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">205.78125000 684.92376709 285.45995800 684.92376709</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">51.78216553 698.45520020 284.80832847 698.45520020</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">49.19937134 714.39376831 204.12837088 714.39376831</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="2.33728027" y="715.83953857" color="#00c0ffff" ts="0" fn="">so there is no better *distance* to attribute a source camera or I am misunderstanding the purpose
|
||||||
|
of the ML?</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">256.21853638 710.63464355 283.89648438 711.95379639</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">324.21087646 56.71612549 560.55218649 56.71612549</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">326.53918457 67.98675537 559.87004963 67.98675537</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">326.01525879 81.81945801 421.35364857 81.81945801</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">356.01525879 95.05825806 536.50188393 95.05825806</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="317.21777344" y="8.99786377" color="#00c0ffff" ts="0" fn="">in theory we would not like any saturation,
|
||||||
|
is there a physical sensor limitation avoiding
|
||||||
|
saturation?</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">373.74481201 108.20205688 417.85507369 108.20205688</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">445.92541504 108.39172363 562.49031181 108.39172363</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">327.23248291 124.99874878 452.92724806 124.99874878</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">536.76416016 124.47381592 558.82409668 126.14575195</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="325.64184570" y="125.86141968" color="#00c0ffff" ts="0" fn="">just describing these terms?</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">325.91107178 140.19284058 424.24843089 140.19284058</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">484.68475342 140.44500732 562.98525342 140.44500732</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">325.56597900 153.91333008 469.13369829 153.91333008</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="375.60253906" y="70.74871826" color="#00c0ffff" ts="0" fn="">to check from (7) but makes sense</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="319.67297363" y="138.03695679" color="#00c0ffff" ts="0" fn="">seems to make sense but what precise
|
||||||
|
argument is used here?</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">482.94085693 151.85174561 559.95119561 151.85174561</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">326.24993896 165.73074341 387.50484439 165.73074341</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">470.79620361 165.38839722 562.11963814 165.38839722</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">398.18804932 165.15319824 461.84718010 165.15319824</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">325.81195068 177.22143555 366.22612235 177.22143555</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">472.90783691 177.82733154 516.11999263 177.82733154</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">325.79840088 189.09918213 364.95418890 189.09918213</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">368.94476318 200.27508545 462.41071433 200.27508545</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">495.66528320 201.59226990 562.96883124 201.59226990</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">324.27520752 212.01686096 349.98156739 212.01686096</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">415.13769531 212.21867371 561.64017453 212.21867371</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">325.61871338 224.36460876 368.32223637 224.36460876</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">328.87225342 236.65054321 407.59293545 236.65054321</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="387.70733643" y="225.17886353" color="#00c0ffff" ts="0" fn="">argument?</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="427.26794434" y="200.27055359" color="#00c0ffff" ts="0" fn="">argument?</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">375.63098145 231.28527832 562.81292886 231.28527832</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">353.42199707 250.38586426 557.86369005 250.38586426</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">327.86688232 261.86093140 561.43171690 261.86093140</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">324.06738281 272.85421753 447.91754964 272.85421753</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">423.89434814 241.89123535 543.63885749 241.89123535</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">354.04656982 309.48301697 563.79595565 309.48301697</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">327.05847168 320.80549622 562.80908462 320.80549622</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">325.66430664 333.03495789 559.90513814 333.03495789</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">326.07922363 344.62562561 352.30438232 345.83583069</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">380.21612549 344.00509644 450.56616846 344.00509644</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">480.54937744 344.83804321 562.96020522 344.83804321</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">326.61944580 358.22702026 348.69781494 357.20251465</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">447.52661133 357.88079834 562.36106094 357.88079834</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">324.76440430 369.02447510 564.04451199 369.02447510</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">327.07836914 382.72045898 348.70300293 381.68811035</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">345.48638916 732.93218994 567.02264909 732.93218994</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">324.22302246 742.25109863 363.90387806 742.25109863</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">383.60641101 385.41605295 563.47436497 385.41605295</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">324.25880117 399.82746219 501.35878905 399.82746219</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">512.07835300 397.29619302 565.19413135 397.29619302</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">324.93114629 409.19272683 562.32169182 409.19272683</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">325.83729137 422.98147659 463.34726476 422.98147659</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">473.08586688 417.99124726 563.51905052 417.99124726</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">326.71211180 433.23485319 497.81902562 433.23485319</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">506.04858398 433.62764721 563.84493637 433.62764721</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">325.40883466 446.00994016 430.66385416 446.00994016</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">507.16628398 493.10829856 563.46643898 493.10829856</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">324.42647130 504.75067895 470.88193698 504.75067895</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">444.40337883 443.66162513 560.40555887 443.66162513</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">326.74363822 456.95511999 560.96345529 456.95511999</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">327.62345243 467.91273385 414.33412637 467.91273385</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">424.46980122 468.05253462 563.46398917 468.05253462</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">327.09935716 480.95912460 420.18198067 480.95912460</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">440.01490065 521.74947439 565.12524124 521.74947439</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">325.27622191 534.93874290 494.94962193 534.93874290</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">505.17189719 529.16935692 560.18825569 529.16935692</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">416.16841466 541.16558989 564.03698252 541.16558989</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">328.65030588 553.12959025 561.04836341 553.12959025</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">326.35785568 565.60797573 372.76025494 565.60797573</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">367.85777699 545.19302746 410.22772153 545.19302746</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">325.72944578 541.52761412 362.63474870 541.52761412</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">468.38726958 601.79302121 562.18977999 601.79302121</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">327.15242244 613.89856260 561.43893310 613.89856260</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">326.55437879 626.00039648 562.17297263 626.00039648</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">326.75453375 637.34355328 558.70443588 637.34355328</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">325.73393514 651.38416133 464.95413888 651.38416133</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">568.25546391 638.45487232 570.15461567 640.93844831</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">570.15461567 640.93844831 574.26091974 630.20243999</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">404.51125468 571.58874007 469.36640779 571.58874007</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">495.14831039 571.06420344 562.04278794 571.06420344</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">326.04395338 584.24806201 398.61071241 584.24806201</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">435.47141335 582.15836454 509.27672844 582.15836454</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">534.64199098 582.89593153 562.61879512 582.89593153</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">326.47957290 594.36006152 566.10918697 594.36006152</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">325.23006723 607.28358750 412.80261840 607.28358750</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="291.08165394" y="565.81793919" color="#00c0ffff" ts="0" fn="">it seems that the gain is only introduced at the color
|
||||||
|
interpolation step</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="474.48402594" y="649.18218944" color="#00c0ffff" ts="0" fn="">like?</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">474.84166169 699.74548088 561.62416116 699.74548088</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="318.42626146" y="675.00273397" color="#00c0ffff" ts="0" fn="">related to DSNU row/column artifacts?</text>
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|
<background type="solid" color="#ffffffff" style="plain"/>
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|
<layer>
|
||||||
|
<teximage text="= \sum_{k=1}^N (\mathbf{I}_k)^2(\mathbf{W}_k / \mathbf{I}_k - \mathbf{K})" left="3.44375610" top="-3.67115784" right="119.75775610" bottom="37.48584216"/>
|
||||||
|
<teximage text="= \sum_{k=1}^N \mathbf{I}_k(\mathbf{W}_k - \mathbf{K}\mathbf{I}_k)" left="3.23849487" top="30.28213501" right="104.01349487" bottom="71.43913501"/>
|
||||||
|
<teximage text="\implies \sum_{k=1}^N \frac{\mathbf{W}_k / \mathbf{I}_k - \mathbf{K}}{1 / (\mathbf{I}_k)^2} = 0" left="153.24240112" top="-1.43804932" right="276.02523272" bottom="39.56195068"/>
|
||||||
|
<teximage text="\iff \sum_{k=1}^N \frac{\mathbf{W}_k / \mathbf{I}_k}{1 / (\mathbf{I}_k)^2} - \sum_{k=1}^N \frac{\mathbf{K}}{1 / (\mathbf{I}_k)^2} = 0" left="149.72015381" top="31.34738159" right="316.63015381" bottom="72.50438159"/>
|
||||||
|
<teximage text="\iff \sum_{k=1}^N \frac{\mathbf{W}_k / \mathbf{I}_k}{1 / (\mathbf{I}_k)^2} = \sum_{k=1}^N \frac{\mathbf{K}}{1 / (\mathbf{I}_k)^2}" left="145.67276001" top="66.19903564" right="295.42476001" bottom="107.35603564"/>
|
||||||
|
<teximage text="\iff \sum_{k=1}^N \frac{\mathbf{W}_k / \mathbf{I}_k}{1 / (\mathbf{I}_k)^2} = \mathbf{K} \sum_{k=1}^N \frac{1}{1 / (\mathbf{I}_k)^2}" left="142.56359863" top="106.72155762" right="302.95659863" bottom="147.87855762"/>
|
||||||
|
<teximage text="\iff \mathbf{K} = \frac{\sum_{k=1}^N \frac{\mathbf{W}_k / \mathbf{I}_k}{1 / (\mathbf{I}_k)^2}}{\sum_{k=1}^N \frac{1}{1 / (\mathbf{I}_k)^2}}" left="142.22589111" top="148.70774841" right="258.83289111" bottom="191.65474841"/>
|
||||||
|
<teximage text="\iff \mathbf{K} = \frac{\sum_{k=1}^N \mathbf{W}_k \mathbf{I}_k}{\sum_{k=1}^N (\mathbf{I}_k)^2}" left="142.66387939" top="187.59588623" right="256.17248725" bottom="225.59588623"/>
|
||||||
|
<teximage text="\text{by linearity of expected value, my actual question is why } \sum_{k=1}^NE[(\mathbf{I}_k)^2] = \sum_{k=1}^N(\mathbf{I}_k)^2?" left="311.52549129" top="-2.28384399" right="596.12817236" bottom="61.96316552"/>
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|
</layer>
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</page>
|
</page>
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<page width="612.00000000" height="792.00000000">
|
<page width="612.00000000" height="792.00000000">
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">50.44703208 180.90275536 244.44375345 180.90275536</stroke>
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<text font="Sans" size="12.00000000" x="111.73567338" y="193.13123467" color="#00c0ffff" ts="0" fn="">fixe</text>
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<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">161.86228350 199.55686459 284.44012557 199.55686459</stroke>
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<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">47.94201811 211.53983124 174.57627363 211.53983124</stroke>
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">132.93996764 266.34940155 284.88310179 266.34940155</stroke>
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">46.58263656 280.75720417 134.00396746 280.75720417</stroke>
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">264.19836628 280.38895032 264.19836628 280.38895032</stroke>
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">104.24320442 218.04968463 169.01920120 218.04968463</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">200.34320926 217.47721522 287.26187175 217.47721522</stroke>
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">51.93966952 230.89372619 71.03653348 230.89372619</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">84.21751921 230.15202294 220.05247487 230.15202294</stroke>
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|
<stroke tool="highlighter" color="#ff00007f" width="8.50000000" fill="128">258.69478588 231.58692920 285.21982998 231.58692920</stroke>
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|
<stroke tool="highlighter" color="#ff00007f" width="8.50000000" fill="128">95.79394632 242.76380302 285.84050641 242.76380302</stroke>
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<stroke tool="highlighter" color="#ff00007f" width="8.50000000" fill="128">46.65155332 255.03350881 70.65269958 255.03350881</stroke>
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">279.06277239 279.65458641 283.67143111 280.01799780</stroke>
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">48.74759390 295.11279902 150.13120123 295.11279902</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">48.63887818 305.97223960 283.79334980 305.97223960</stroke>
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">49.06749883 329.07175111 105.61027144 329.07175111</stroke>
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|
<text font="Sans" size="12.00000000" x="135.44167763" y="306.34509378" color="#00c0ffff" ts="0" fn="">same for rows</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="104.01898849" y="279.02986889" color="#00c0ffff" ts="0" fn="">only b), no? and maybe not even completelly</text>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">136.94702653 330.73632106 198.37248532 330.73632106</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">48.93911062 342.00691665 208.75107625 342.00691665</stroke>
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<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">243.09432605 342.94322621 285.63035697 340.80611300</stroke>
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<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">48.67519662 357.60369419 148.45047470 357.60369419</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">196.70952411 357.65955901 287.62116543 357.65955901</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">52.76240830 374.64781202 206.96430938 374.64781202</stroke>
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|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">48.66353185 389.71207043 153.50633449 389.71207043</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">268.62344032 389.15463282 285.14545535 388.42781004</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">48.86395163 403.08421742 286.22879219 403.08421742</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">48.73201985 415.13664309 187.06767062 415.13664309</stroke>
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||||||
|
<text font="Sans" size="12.00000000" x="46.73948682" y="390.13703149" color="#00c0ffff" ts="0" fn="">argument?</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">206.91503099 415.53977777 284.60588323 415.53977777</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">48.14256400 427.59472555 252.23296976 427.59472555</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">49.97089481 440.58356167 78.79418708 440.58356167</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">144.93158514 440.06478806 165.44334579 440.06478806</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">232.20358604 441.93443109 285.38576599 441.93443109</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">49.76830601 452.43895980 203.33352914 452.43895980</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">65.43435341 464.59350586 282.77214436 464.59350586</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">62.22650197 477.83372107 229.11525163 477.83372107</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="230.99488818" y="465.46172843" color="#00c0ffff" ts="0" fn="">like usual square, right? No along rows and columns? well it
|
||||||
|
seems clear to me, if it was 4 there would be doubt but it is
|
||||||
|
not the case</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">82.19327060 489.58326608 115.80655710 489.58326608</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="295.42438097" y="140.58574078" color="#00c0ffff" ts="0" fn="">I should display such one to have an idea what it
|
||||||
|
looks like</text>
|
||||||
|
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|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">513.85659462 602.33315712 562.08085915 602.33315712</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">327.13799595 616.19623358 468.27057151 616.19623358</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">474.35383442 622.98064025 563.23298525 622.98064025</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">323.57379503 634.63220114 386.48725966 634.63220114</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="324.50536302" y="542.32024894" color="#00c0ffff" ts="0" fn="">could reproduce</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">396.68231050 627.94562726 561.77618422 627.94562726</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">325.05266174 640.95615355 365.77332735 640.95615355</stroke>
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||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">532.05233487 568.65441188 566.89913589 568.65441188</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">326.45566326 579.76767800 562.09036439 579.76767800</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">325.07551209 592.86715925 346.86915340 592.86715925</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">377.21703900 592.41234645 562.28046397 592.41234645</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">326.50792146 608.48330663 479.66306678 608.48330663</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">360.59247482 370.80607769 452.64693660 370.80607769</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">514.22366308 371.76900816 557.38101675 371.76900816</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">458.99981034 463.46420414 470.08650104 466.43487396</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">351.95635331 478.41970901 360.06030879 481.32268732</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">368.16078375 483.04682960 418.11455767 483.04682960</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">490.41743003 470.08336595 531.59094070 470.08336595</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">476.05005690 377.71796865 510.03202455 377.71796865</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">365.32673481 389.18784906 403.18625436 389.18784906</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">406.50624677 384.14855200 523.58813178 384.14855200</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="321.91570692" y="447.04169660" color="#00c0ffff" ts="0" fn="">decrease in all color channels for all operations</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="259.42894802" y="535.67410051" color="#00c0ffff" ts="0" fn="">decrease absolutely in all color channels for all operations</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">465.24486699 394.97940442 477.79275438 394.97940442</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">502.72938121 393.84499542 519.72079216 393.84499542</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">541.31948928 393.78844963 553.55036518 393.78844963</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="385.93946725" y="438.38111058" color="#ff00ffff" ts="0" fn="">missing space?</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">367.55673747 407.32051124 372.86444471 408.74270711</stroke>
|
||||||
|
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|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">331.84249500 436.94917033 371.81468761 436.94917033</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">124.15327592 493.75228251 285.36399682 493.75228251</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">83.78749879 500.96337184 285.33152357 500.96337184</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">50.19340830 515.33986241 238.75907524 515.33986241</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="1.99971551" y="501.09241328" color="#00c0ffff" ts="0" fn="">is a method proposed to automatize such identification?</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">49.71749802 533.92424780 283.86110544 533.92424780</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">48.92813943 547.51584392 258.93746195 547.51584392</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">67.44722729 561.25662307 67.44722729 572.47922283 275.56338980 572.47922283 275.56338980 561.25662307 67.44722729 561.25662307</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">77.00321418 586.48247837 77.00321418 586.48247837</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">113.06361679 585.96796714 176.20677858 585.96796714</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="162.27111816" y="582.22521065" color="#00c0ffff" ts="0" fn="">values?</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">282.54162497 566.05502042 285.74506271 568.38969081</stroke>
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||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">285.74506271 568.38969081 289.28853185 561.35158066</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">154.74069138 614.95363850 285.30237036 614.95363850</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">48.40104284 638.26755089 179.28073398 638.26755089</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="39.45615154" y="618.35383644" color="#00c0ffff" ts="0" fn="">what about something like an histogram?</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">207.12328194 586.54394229 287.11063869 586.54394229</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="80.33303505" y="597.63020665" color="#00c0ffff" ts="0" fn="">?</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">48.95066190 597.65529160 283.71854369 597.65529160</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">50.58475211 614.63315349 139.33713166 614.63315349</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">75.44404337 652.19547492 288.57484345 652.19547492</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">47.97833655 664.03051960 133.36956412 664.03051960</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">159.97735646 664.79083605 283.28571844 664.79083605</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">52.20492024 676.06579489 282.52852665 676.06579489</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">51.43394785 688.01198912 171.56945370 688.01198912</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">199.47988967 687.82035891 282.75887932 687.82035891</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">50.20028106 699.71590909 287.50250070 699.71590909</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">47.27143847 712.15310845 70.40158785 712.15310845</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">103.35564732 710.89154708 160.10100474 710.89154708</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">189.26515185 710.79883821 284.54188281 710.79883821</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">50.59094390 723.90701672 253.79754975 723.90701672</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="56.83878603" y="373.35349702" color="#00c0ffff" ts="0" fn="">linear pattern no more used in the paper remaining?</text>
|
||||||
|
<teximage text="corr?\\ \text{The only other occurrence is in VI. D.}" left="327.64978027" top="349.43379211" right="447.58863276" bottom="370.27279020"/>
|
||||||
|
<text font="Sans" size="12.00000000" x="462.96081543" y="350.33961487" color="#00c0ffff" ts="0" fn="">I would say so</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">77.36680671 266.77457951 105.32560725 266.77457951</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">49.83436819 318.45416063 104.86556001 318.45416063</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ff00007f" width="8.50000000" fill="128">116.09129759 317.71348456 127.88697143 317.71348456</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ff00007f" width="8.50000000" fill="128">174.70490350 294.90435777 280.83886827 294.90435777</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ff00007f" width="8.50000000" fill="128">137.26980896 318.58916250 234.61128724 318.58916250</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">244.33716646 317.79588890 284.72031118 317.79588890</stroke>
|
||||||
|
</layer>
|
||||||
</page>
|
</page>
|
||||||
<page width="612.00000000" height="792.00000000">
|
<page width="612.00000000" height="792.00000000">
|
||||||
<background type="pdf" pageno="5"/>
|
<background type="pdf" pageno="5"/>
|
||||||
<layer/>
|
<layer>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">146.46179062 57.04157232 222.87646715 57.04157232</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">86.11922977 543.18262526 168.60868685 543.18262526</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">230.93211276 72.06652933 284.72350578 72.06652933</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">51.28665640 83.58240049 164.12683900 83.58240049</stroke>
|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">175.48767594 84.27734375 283.38453549 84.27734375</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">48.21155643 96.68218439 283.30863948 96.68218439</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">47.80199035 108.18524321 190.21529576 108.18524321</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">49.38160289 120.23517199 287.97784415 120.23517199</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">51.18786520 133.24085582 201.20899173 133.24085582</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="138.43141666" y="24.27757578" color="#00c0ffff" ts="0" fn="">may not be a priority yet</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">345.11083984 718.51214600 361.60607910 719.45687866</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">396.40270996 718.35711670 532.32865787 718.35711670</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">543.27062988 719.13293457 563.53151785 719.13293457</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">324.80279541 728.58267212 414.21831138 728.58267212</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">445.66253662 728.08563232 518.73687931 728.08563232</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">525.60906982 733.28280640 564.51665269 733.28280640</stroke>
|
||||||
|
</layer>
|
||||||
</page>
|
</page>
|
||||||
<page width="612.00000000" height="792.00000000">
|
<page width="612.00000000" height="792.00000000">
|
||||||
<background type="pdf" pageno="6"/>
|
<background type="pdf" pageno="6"/>
|
||||||
<layer/>
|
<layer>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">363.39515783 103.08989217 441.00227073 103.08989217</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">403.73288448 676.64651849 521.36928899 676.64651849</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="357.29141293" y="84.89545288" color="#00c0ffff" ts="0" fn="">not what I currently focus on</text>
|
||||||
|
</layer>
|
||||||
</page>
|
</page>
|
||||||
<page width="612.00000000" height="792.00000000">
|
<page width="612.00000000" height="792.00000000">
|
||||||
<background type="pdf" pageno="7"/>
|
<background type="pdf" pageno="7"/>
|
||||||
<layer/>
|
<layer>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">58.94386527 183.57116562 121.76840911 183.57116562</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">58.81592531 447.95865604 88.49578891 447.95865604</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">59.20971900 647.53756391 127.87368557 647.53756391</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">102.31413580 478.65090581 286.73856557 478.65090581</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">48.04600441 490.70073603 109.78288830 490.70073603</stroke>
|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">249.42266293 501.50582441 283.85791200 501.50582441</stroke>
|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">50.23818753 512.46589678 282.53680767 512.46589678</stroke>
|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">49.18190311 538.47434835 284.40873818 538.47434835</stroke>
|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">50.64625456 527.29712026 285.10214528 527.29712026</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">49.45847346 549.95642818 232.96450106 549.95642818</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">243.23935300 549.59065534 286.04017949 549.59065534</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">48.93740397 563.33621397 88.10157597 563.33621397</stroke>
|
||||||
|
</layer>
|
||||||
</page>
|
</page>
|
||||||
<page width="612.00000000" height="792.00000000">
|
<page width="612.00000000" height="792.00000000">
|
||||||
<background type="pdf" pageno="8"/>
|
<background type="pdf" pageno="8"/>
|
||||||
<layer/>
|
<layer>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">431.20452858 171.46701369 495.28002621 171.46701369</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">363.18238314 345.96684640 434.59439006 345.96684640</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">445.89574875 187.45137366 561.57053665 187.45137366</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">413.06451312 200.83963711 562.67871307 200.83963711</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">324.73660825 210.00046032 486.75997489 210.00046032</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">494.05377457 212.72320983 506.81244351 212.72320983</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">325.34280447 224.04839871 482.08837669 224.04839871</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">516.42188091 228.99484959 565.51337120 228.99484959</stroke>
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<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">326.99257462 241.66428159 510.88688963 241.66428159</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">384.33470566 258.09712578 480.29226062 258.09712578</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">520.14946223 259.25747733 539.02755159 259.25747733</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">365.69659233 269.73890102 438.79699967 269.73890102</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">468.65134523 270.63698098 541.70707587 270.63698098</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">382.23405231 281.03514959 388.62035546 281.03514959</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">495.52197870 304.52297046 506.08846625 305.26763229</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">445.85357858 292.10082310 453.46949778 292.50195652</stroke>
|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">367.88692620 374.37215767 394.30243878 373.25902362</stroke>
|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">427.23648143 374.39934089 461.32136524 374.39934089</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">327.59411971 385.28904696 495.21587676 385.28904696</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">523.04094411 386.69065392 564.25567185 384.95053142</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">325.09402113 397.02808233 402.93121887 397.02808233</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">524.95441564 398.05918436 560.26879280 398.05918436</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">379.78260101 408.99994941 561.60229447 408.99994941</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">325.64674667 420.78398007 386.54207410 420.78398007</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">415.75189688 422.01840504 425.58922633 422.61910604</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">492.75728296 422.01611393 561.55793859 422.01611393</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">325.80708979 433.14406080 450.31307182 433.14406080</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="493.49877514" y="457.36006076" color="#00c0ffff" ts="0" fn="">should investigate</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">460.03329876 451.30781137 563.59818901 451.30781137</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">325.89039655 462.40704187 527.77104482 462.40704187</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">512.94328965 477.48832172 565.32124207 477.48832172</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">354.76242498 477.39650513 422.95007908 477.39650513</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">339.09837678 491.29689960 392.36207512 491.29689960</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">411.77081219 492.60758574 483.71217864 492.60758574</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">355.33902628 503.70612718 414.16991051 503.70612718</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">534.07026996 492.80014219 565.69398340 492.80014219</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">434.61012886 504.74112238 540.78514489 504.74112238</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">543.25382394 506.90232644 546.42127238 510.33233932</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">546.42127238 510.33233932 549.01644214 500.64703395</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">430.63607253 518.26660197 562.61540780 518.26660197</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">323.95191231 529.97450928 564.01259826 529.97450928</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">326.15323661 542.17317884 433.17491433 542.17317884</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">439.89132269 541.79202802 564.50657994 541.79202802</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">324.76754682 554.48797142 405.48746993 554.48797142</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="389.90006581" y="432.13162644" color="#00c0ffff" ts="0" fn="">what about raw images?</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="329.83006903" y="407.93830791" color="#00c0ffff" ts="0" fn="">not the same 3 as in 3x3 on page 5, right?
|
||||||
|
or it means same variance 3 in 2 axes?</text>
|
||||||
|
</layer>
|
||||||
</page>
|
</page>
|
||||||
<page width="612.00000000" height="792.00000000">
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||||||
|
<text font="Sans" size="12.00000000" x="49.85240131" y="299.48938750" color="#00c0ffff" ts="0" fn="">maybe not what I currently focus on</text>
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||||||
|
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|
||||||
</page>
|
</page>
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||||||
<page width="612.00000000" height="792.00000000">
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<page width="612.00000000" height="792.00000000">
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<background type="pdf" pageno="11"/>
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||||||
@@ -83,11 +791,36 @@ unclear</text>
|
|||||||
</page>
|
</page>
|
||||||
<page width="612.00000000" height="792.00000000">
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<page width="612.00000000" height="792.00000000">
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|
||||||
|
<text font="Sans" size="12.00000000" x="49.36018785" y="425.39423025" color="#00c0ffff" ts="0" fn="">not what I currently focus on</text>
|
||||||
|
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|
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<page width="612.00000000" height="792.00000000">
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<background type="pdf" pageno="14"/>
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||||||
@@ -103,10 +836,24 @@ unclear</text>
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</page>
|
</page>
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<page width="612.00000000" height="792.00000000">
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<page width="612.00000000" height="792.00000000">
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|
<text font="Sans" size="12.00000000" x="5.15356417" y="609.08074222" color="#00c0ffff" ts="0" fn="">all authors
|
||||||
|
of this paper</text>
|
||||||
|
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|
|||||||
@@ -14,7 +14,6 @@
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@@ -33,6 +32,14 @@
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@@ -45,7 +52,30 @@
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1
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Normal file
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|
https://en.wikipedia.org/w/index.php?title=JPEG&oldid=1230540861
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202
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Normal file
202
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Normal file
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|
<layer>
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|
<text font="Sans" size="12.00000000" x="262.61369689" y="55.33453319" color="#00c0ffff" ts="0" fn="">correct but does the 0 accounts for that here?</text>
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<background type="pdf" pageno="11"/>
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|
|||||||
@@ -0,0 +1 @@
|
|||||||
|
https://en.wikipedia.org/w/index.php?title=Minimum-variance_unbiased_estimator&oldid=1156141706
|
||||||
@@ -0,0 +1,29 @@
|
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|
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<title>Xournal++ document - see https://github.com/xournalpp/xournalpp</title>
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<page width="596.00000000" height="842.00000000">
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|
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|
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|
<layer/>
|
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|
</page>
|
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|
</xournal>
|
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@@ -0,0 +1 @@
|
|||||||
|
https://en.wikipedia.org/w/index.php?title=Neyman%E2%80%93Pearson_lemma&oldid=1209692808#Discovery_of_the_lemma
|
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@@ -0,0 +1,43 @@
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|
<?xml version="1.0" standalone="no"?>
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<title>Xournal++ document - see https://github.com/xournalpp/xournalpp</title>
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<text font="Sans" size="12.00000000" x="401.19848633" y="214.72305298" color="#00c0ffff" ts="0" fn="">renoncer</text>
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="2"/>
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<page width="596.00000000" height="842.00000000">
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|
<background type="pdf" pageno="3"/>
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<page width="596.00000000" height="842.00000000">
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|
</xournal>
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@@ -1946,8 +1946,57 @@ have not achieved improvements as authors, right?</text>
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<text font="Sans" size="11.00000000" x="462.25470212" y="379.33503775" color="#00c0ffff" ts="0" fn="">?</text>
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<text font="Sans" size="11.00000000" x="483.07311323" y="378.33953230" color="#00c0ffff" ts="0" fn="">?</text>
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<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">346.83288070 441.32995605 346.83288070 441.32995605</stroke>
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|
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">346.63645847 463.91717580 562.80533624 463.91717580</stroke>
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">316.89200914 499.01249153 448.05718888 499.01249153</stroke>
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|
<text font="Sans" size="12.00000000" x="547.94034091" y="500.72254528" color="#00c0ffff" ts="0" fn="">?</text>
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|
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|
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<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">508.31197026 630.83862488 564.09458801 630.83862488</stroke>
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<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">403.26936580 642.14072167 563.45382458 642.14072167</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">314.26300347 655.53390308 331.27024554 655.53390308</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">335.47109236 635.91956089 377.41569260 635.91956089</stroke>
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<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">491.44109186 648.03765323 561.39649867 648.03765323</stroke>
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||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">314.49898162 661.04834461 447.90529909 661.04834461</stroke>
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||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">476.50288640 666.13100025 514.88337117 666.13100025</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">557.07314460 666.00377106 563.25007667 666.00377106</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">314.04977020 677.34849157 570.95294562 677.34849157</stroke>
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||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">314.88390205 689.12350764 545.87704177 689.12350764</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">351.35894248 701.06110834 557.76133749 701.06110834</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">314.68910315 713.31420256 409.41860134 713.31420256</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">315.96387122 504.76152175 330.58768372 574.91191861</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">536.67213216 504.33427566 363.14138732 517.03589344</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="452.09175872" y="378.60406499" color="#00c0ffff" ts="0" fn="">see (34)</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="479.99473016" y="361.09989525" color="#00c0ffff" ts="0" fn="">see (26)</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="308.01572735" y="389.19037438" color="#00c0ffff" ts="0" fn="">see (18)</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">347.42907632 371.46938447 343.90175346 384.63353262</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="365.57879639" y="565.35534668" color="#00c0ffff" ts="0" fn="">according to Marina demo it is sPCE</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="298.39611816" y="609.24667358" color="#00c0ffff" ts="0" fn="">what shape and size typically? 11 sized square
|
||||||
|
chose Marina</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="311.70404053" y="544.69454956" color="#00c0ffff" ts="0" fn="">why (0, 0) and not center? more generally
|
||||||
|
how explain this formula?
|
||||||
|
well with Marina np.roll there is such shift</text>
|
||||||
</layer>
|
</layer>
|
||||||
</page>
|
</page>
|
||||||
<page width="612.00000000" height="792.00000000">
|
<page width="612.00000000" height="792.00000000">
|
||||||
@@ -1982,6 +2031,17 @@ have not achieved improvements as authors, right?</text>
|
|||||||
<text font="Sans" size="11.00000000" x="312.11756340" y="438.97829411" color="#00c0ffff" ts="0" fn="">do they provide the MATLAB code?
|
<text font="Sans" size="11.00000000" x="312.11756340" y="438.97829411" color="#00c0ffff" ts="0" fn="">do they provide the MATLAB code?
|
||||||
No interesting occurrences of code, source (code), git,
|
No interesting occurrences of code, source (code), git,
|
||||||
implementation, web</text>
|
implementation, web</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">331.00461208 126.44718895 560.00426568 126.44718895</stroke>
|
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1
articles/ipol_style_guide/ipol_style_guide.pdf.txt
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1
articles/ipol_style_guide/ipol_style_guide.pdf.txt
Normal file
@@ -0,0 +1 @@
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|
https://web.archive.org/web/20220911052242/https://tools.ipol.im/wiki/ref/manuscript_guidelines/ipol_style_guide.pdf
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457
articles/ipol_style_guide/ipol_style_guide.xopp.xml
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<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">341.03103850 234.79057808 454.98373822 234.79057808</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">475.38072614 235.05286690 551.03356755 235.05286690</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">43.31328809 248.77109243 61.51054398 248.77109243</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">71.92284683 250.17967608 351.64864856 250.17967608</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">369.92046558 242.60172381 551.18730849 242.60172381</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.32991117 258.01187244 108.54493228 258.01187244</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">121.36844098 257.73692223 459.38265140 257.73692223</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">68.86564720 391.50832901 225.85776814 391.50832901</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">255.17623848 391.22921001 308.05333574 391.22921001</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="3.52654950" y="391.38737690" color="#00c0ffff" ts="0" fn="">capitalize the first letter of the last word??</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">307.20012175 411.18711362 548.63874328 411.18711362</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">44.14500342 427.02409743 544.83621677 427.02409743</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">320.27377069 397.21067331 551.88034214 397.21067331</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">44.96212801 412.03709753 298.28173091 412.03709753</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">84.73389688 500.55003954 475.20938771 500.55003954</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">46.83059994 523.19898751 143.66087154 523.19898751</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">447.01777161 525.80909374 571.95814466 525.80909374</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">46.38681401 538.12670283 186.99918545 538.12670283</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">220.77822939 539.71829950 418.31637517 539.71829950</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">44.63996892 559.83150751 270.93567350 559.83150751</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">302.53552886 559.33423368 547.01089934 559.33423368</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">46.88558654 573.63026636 220.95806937 573.63026636</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">535.92723898 574.52223095 554.11426855 574.52223095</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">43.07656321 589.39584683 150.55913582 589.39584683</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">229.33153913 590.37321979 367.45918648 590.37321979</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">140.01580488 597.40109938 216.08055666 597.40109938</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">328.89519353 573.36978631 344.14455103 573.36978631</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">529.29908025 603.55401681 552.88732601 603.55401681</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">44.52403109 618.10026261 549.87021081 618.10026261</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">68.59720857 631.97087268 43.12777337 631.97087268</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">81.66702464 662.21387958 175.35649211 662.21387958</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">116.65847382 687.62559393 130.94566937 689.02940587</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">203.22393081 686.58982355 314.43113772 686.58982355</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">450.58139227 687.08968134 494.31481833 687.08968134</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">511.87687354 693.66865876 549.53579072 693.66865876</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">46.27645753 707.12766176 211.60494022 707.12766176</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="216.87914225" y="700.52481149" color="#00c0ffff" ts="0" fn="">?</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">291.85125178 700.31049744 402.83719894 700.31049744</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">441.58814485 701.86038687 505.91442865 701.86038687</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">72.60701834 716.55158681 169.61560237 716.55158681</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">183.66452052 715.88737551 551.41922030 715.88737551</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.99521101 730.17385183 551.89589150 730.17385183</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.07451333 743.99478376 72.75708496 743.99478376</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.44242654">17.81009643 410.93121994 35.41598990 839.70627058</stroke>
|
||||||
|
</layer>
|
||||||
|
</page>
|
||||||
|
<page width="595.27600000" height="841.89000000">
|
||||||
|
<background type="pdf" pageno="3"/>
|
||||||
|
<layer>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">65.62517655 70.23703835 550.20137677 70.23703835</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">43.00252111 83.79458593 298.38350060 83.79458593</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">319.37265948 84.04321592 538.18275018 84.04321592</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">82.98412985 119.06448238 172.02986202 119.06448238</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">524.54082394 140.94156313 547.69789996 140.94156313</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">44.40388325 155.10189592 546.03951136 155.10189592</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">44.74623499 170.17121118 546.00222878 170.17121118</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.67908925 183.96218040 442.82343507 183.96218040</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">519.88227781 191.27285540 553.16810528 191.27285540</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">88.04003503 204.36303005 110.99306007 204.36303005</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">338.98214545 204.70873620 373.61989928 206.09948024</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">207.48018627 205.72108750 234.99625594 205.72108750</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">77.34503628 233.58240049 182.35443485 233.58240049</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">70.86718851 262.98633922 148.60732190 262.98633922</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">209.08220780 263.78234359 320.09643184 263.78234359</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="76.25500387" y="268.81071737" color="#00c0ffff" ts="0" fn="">should investigate</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">86.59902525 297.14764051 138.42386948 297.14764051</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">109.33626033 319.67031936 191.29192035 319.67031936</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">291.14818731 327.44153236 370.93022632 327.44153236</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">64.10719186 348.62300148 288.55985737 348.62300148</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">380.54400988 349.66291948 515.22055456 349.66291948</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">44.55589105 341.08465526 485.48956992 341.08465526</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">129.05830825 377.45202435 318.05771869 377.45202435</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">426.31795584 379.65198864 552.22009216 379.65198864</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">47.25687326 390.83282218 265.08931771 390.83282218</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="286.36277884" y="383.54533550" color="#00c0ffff" ts="0" fn="">could investigate</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">82.52217947 424.13862244 163.86857856 424.13862244</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">472.09442391 448.12344638 548.92788989 448.12344638</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.49913643 463.00079093 82.33445600 463.00079093</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">94.49702491 468.54063933 364.51823022 468.54063933</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">361.46901028 470.46155693 363.08437379 472.29669744</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">363.08437379 472.29669744 370.50473552 464.01220905</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">397.90382070 463.50813937 548.56608243 463.50813937</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">47.26373341 477.32253902 385.41265052 477.32253902</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">76.68409111 670.34393815 200.78719529 670.34393815</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">313.90199267 670.19239694 442.15874405 670.19239694</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">214.20298174 685.97969497 546.22244667 685.97969497</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">76.04153215 701.05209981 207.09360635 701.05209981</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">77.94325647 722.46060963 224.93903278 722.46060963</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">496.12446935 729.98917004 553.64219927 729.98917004</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">73.91438130 743.82692447 150.36849132 743.82692447</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">377.67591240 743.53958004 470.62229334 743.53958004</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">105.38599944 756.62486179 154.15548845 756.62486179</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">311.57287093 758.09076483 389.75322215 758.09076483</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">86.80372002 621.54765484 219.38727007 621.54765484</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">274.07483818 622.49962673 439.92873095 622.49962673</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">260.32270952 636.27397521 545.59665315 636.27397521</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">41.95871905 648.87233766 321.10056501 648.87233766</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">363.47525100 679.42459485 339.02446652 650.93469541</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">35.84268292 621.80869019 35.84268292 -0.00063542</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">64.52076351 563.70988096 174.09731051 563.70988096</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">262.79702247 563.49210789 458.52864063 563.49210789</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">506.06770161 563.44074848 549.49928244 565.62820079</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.12038829 579.17662978 131.96027913 579.17662978</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">144.78057242 584.35173235 240.71651416 584.35173235</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">290.66152021 577.84972273 392.53668332 577.84972273</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">428.63605365 578.48653356 550.53148047 578.48653356</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">47.50783277 593.29808305 273.97762841 593.29808305</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">293.93439863 593.63425790 468.19972060 593.63425790</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">74.62944186 607.81729660 236.61068128 607.81729660</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">61.93332686 528.02905420 440.37636403 528.02905420</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">225.90194795 535.06260662 268.48009914 535.06260662</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="237.27080363" y="535.36510988" color="#00c0ffff" ts="0" fn="">difference with `\dots`?</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">281.31741756 539.45264809 351.87576285 539.45264809</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">467.19637784 536.10959655 396.73642868 536.10959655</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">544.81987321 535.32517744 550.09396771 535.32517744</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">46.91877014 548.53976192 298.81948779 548.53976192</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="274.96560921" y="546.26837500" color="#00c0ffff" ts="0" fn="">to investigate</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">425.81032309 477.73597915 545.94775672 477.73597915</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">44.62554329 493.23599486 480.50331106 493.23599486</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">496.81479110 499.12690253 552.10726435 499.12690253</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">43.45327101 511.87151923 241.42296027 511.87151923</stroke>
|
||||||
|
</layer>
|
||||||
|
</page>
|
||||||
|
<page width="595.27600000" height="841.89000000">
|
||||||
|
<background type="pdf" pageno="4"/>
|
||||||
|
<layer>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">75.69487031 67.95687897 178.30540229 67.95687897</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">267.86229428 70.26646829 549.96527881 70.26646829</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">72.78104711 84.72833190 217.90135138 84.72833190</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">73.73665731 115.49778791 432.29602599 115.49778791</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">102.44647382 148.44920594 215.04332370 148.44920594</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">277.45295545 146.27162114 496.88161513 146.27162114</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">512.82012587 155.62591230 554.04472941 155.62591230</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">44.04027738 168.97598224 80.42056416 168.97598224</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">100.84857919 162.48887602 462.90614285 162.48887602</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">485.08558579 162.17256959 548.34273253 162.17256959</stroke>
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||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">43.62120002 184.68289466 222.83271538 184.68289466</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">74.00735725 215.07668077 122.64366611 217.21549588</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#ff00ffff" width="1.41000000">260.84500220 251.00319269 264.14426068 251.30353268</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">48.59924838 244.41119988 166.93542586 244.41119988</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">295.71927153 250.10884276 345.32155212 250.10884276</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">416.58855756 250.85705599 553.60575025 250.85705599</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">43.10178004 263.66053591 70.16402664 263.66053591</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">354.70788869 251.32052047 406.57676173 251.32052047</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">63.70746098 272.30019338 486.59045055 272.30019338</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">64.20899688 388.54486051 187.73116289 388.54486051</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">193.22667012 395.13372673 388.73812657 395.13372673</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">394.73525358 395.33662141 473.39314585 395.33662141</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">504.67678289 271.56369444 549.20822504 271.56369444</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">47.82845077 287.67356146 414.96503040 287.67356146</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">434.63913911 287.71135148 548.94565134 287.71135148</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">44.72959612 303.05516287 293.90461353 303.05516287</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">484.31752915 301.85940992 551.28279039 301.85940992</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">46.48151688 316.70396783 75.56434894 316.70396783</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">306.76946542 307.25204377 468.61462796 307.25204377</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">89.94662723 324.20408839 320.20019191 324.20408839</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">64.41612288 330.71912546 372.14696947 330.71912546</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">387.01700143 330.80546096 554.68702914 330.80546096</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">44.04662436 346.19931860 283.82911184 346.19931860</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">433.91564677 351.00921908 486.08024408 351.00921908</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">506.42279440 344.91850162 552.54518543 344.91850162</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.46175953 359.40992190 188.86160229 359.40992190</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">199.76726183 365.20319667 548.85067662 365.20319667</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">42.67210355 379.95218522 139.64139548 379.95218522</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">128.35239796 403.03478003 299.69792543 403.03478003</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">86.33880584 417.45616474 318.28447367 417.45616474</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">62.26816771 432.35008105 459.43579776 432.35008105</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">44.50556571 446.56867530 120.68919794 446.56867530</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">128.16995116 453.32031167 386.73290535 453.32031167</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="435.93300438" y="412.25580110" color="#00c0ffff" ts="0" fn="">what does it mean?</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">497.77457008 432.22365227 549.29505711 432.22365227</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">402.52916914 445.11637542 549.70745271 445.11637542</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">44.68989888 459.98342392 167.31475334 459.98342392</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">237.45929517 460.08818544 521.27183672 460.08818544</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">44.05942252 473.77113273 219.78496170 473.77113273</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">63.81664434 490.07230396 380.59399530 490.07230396</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">390.22948210 495.71079223 554.07157394 495.71079223</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">43.10509548 509.90126429 456.32254357 509.90126429</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">63.20069368 518.21912025 262.02991822 518.21912025</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">290.46575373 518.54656629 497.83179819 518.54656629</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">84.97770956 580.62932038 122.68644839 580.62932038</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">46.00002825 604.55339920 463.14633077 604.55339920</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">82.04131323 666.37679171 110.72148834 666.37679171</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">531.22336648 604.59545545 549.63697067 604.59545545</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">46.55900435 619.29444873 545.04524885 619.29444873</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.76241990 634.31742014 255.54115644 634.31742014</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">128.02519995 767.03014531 448.20045605 767.03014531</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">84.55447362 754.31856518 124.68418447 754.31856518</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">171.95242890 754.00287218 378.50090816 754.00287218</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">62.88320999 688.68683114 70.29287795 688.68683114</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">170.93853911 689.50373122 427.11973701 689.50373122</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">187.80923638 705.29210114 366.03443940 705.29210114</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">43.20391190 730.72022998 335.53573431 730.72022998</stroke>
|
||||||
|
</layer>
|
||||||
|
</page>
|
||||||
|
<page width="595.27600000" height="841.89000000">
|
||||||
|
<background type="pdf" pageno="5"/>
|
||||||
|
<layer>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">84.15515090 429.09078036 152.82449164 429.09078036</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="165.00769520" y="468.32785399" color="#ff00ffff" ts="0" fn="">output</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#ff00ffff" width="1.41000000">388.22039067 474.15475933 394.18926148 474.15475933</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">84.78816858 317.76557571 248.19584784 317.76557571</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">67.62728601 342.26148418 141.63215292 342.26148418</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.59863404 368.00675288 86.48331336 368.00675288</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">46.14087733 393.66258223 113.76504561 393.66258223</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">85.42963580 631.22827801 114.47013761 631.22827801</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.40109056 654.03414105 59.84232437 653.25173622</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">100.77497880 654.28352731 136.09600562 654.28352731</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">295.95622414 655.09809379 443.34928259 655.09809379</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">147.92078269 659.81171295 278.83903884 659.81171295</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">456.04801083 660.08513001 548.01863157 660.08513001</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">104.39996843 675.69133203 546.95511261 675.69133203</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">43.88206000 690.36136659 412.36961328 690.36136659</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="419.98352200" y="677.46325733" color="#00c0ffff" ts="0" fn="">a bit unclear to me</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">75.27560802 724.41910305 129.34198406 724.41910305</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">314.81263012 753.67584817 358.14735109 753.67584817</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">405.24404792 751.46694427 550.40803031 751.46694427</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">46.10120498 766.08032126 302.99681991 766.08032126</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="218.30739842" y="773.36703007" color="#00c0ffff" ts="0" fn="">so no SVG? Have to convert them to PDF?</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.74993543 243.45642594 79.55025682 243.45642594</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">345.56158397 242.64228758 450.13749688 242.64228758</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">465.73193763 249.95387054 553.51509042 249.95387054</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">74.29249661 264.90884576 379.77909073 264.90884576</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="118.37730723" y="262.22479702" color="#00c0ffff" ts="0" fn="">example of `paragraph`?</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">83.81688142 452.66347838 215.59729405 452.66347838</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">324.36659632 452.69487870 362.62556952 452.69487870</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">430.90003148 452.93927153 465.71737314 452.93927153</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">70.75634160 467.71737091 252.02570190 467.71737091</stroke>
|
||||||
|
</layer>
|
||||||
|
</page>
|
||||||
|
<page width="595.27600000" height="841.89000000">
|
||||||
|
<background type="pdf" pageno="6"/>
|
||||||
|
<layer>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">64.45585827 170.86307864 298.51432916 170.86307864</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">118.14133760 742.18361511 350.44880122 742.18361511</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">377.75226574 742.93911233 510.39426939 742.93911233</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">362.82688459 172.43572630 375.86918153 173.10000986</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">405.74878078 172.87172591 443.79885933 172.87172591</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">472.51821904 172.21212792 550.12673250 172.21212792</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">45.28324491 184.09832823 415.94652738 184.09832823</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">511.57654887 193.28379434 552.25898356 193.28379434</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">46.43399275 206.98589598 160.44241929 206.98589598</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">159.70415875 214.30857056 190.51704866 216.98317234</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">301.51620966 215.02759954 364.37532706 215.02759954</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">379.02491604 223.78810815 548.70528150 223.78810815</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">46.89780004 235.39954775 107.59217320 235.39954775</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">62.45117187 71.82536480 87.19305874 69.25891214</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">112.63004019 71.16492405 385.89097844 71.16492405</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">396.54682254 77.20833770 551.46118177 77.20833770</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">42.75580792 90.82797973 88.35826009 90.82797973</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">101.98291117 83.37480529 118.10902997 84.77515859</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">143.76881497 84.45638862 457.52515039 84.45638862</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">476.54116292 85.67184574 547.55157072 85.67184574</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">46.24472374 100.51665503 232.23058571 100.51665503</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="375.09402441" y="99.80315910" color="#00c0ffff" ts="0" fn="">?</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">242.79686794 104.96147723 556.05725927 104.96147723</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">47.31336862 120.48571878 389.32008825 120.48571878</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">400.66805753 119.91491397 552.45704758 119.91491397</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">43.91024251 135.81941463 276.44330455 135.81941463</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">64.09591801 142.70546653 525.42308545 142.70546653</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">65.17273454 163.97415035 179.80257956 163.97415035</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">84.77889132 262.79435591 191.45189683 262.79435591</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">147.54048497 286.77464004 204.53313247 286.77464004</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">243.84891731 286.88758030 542.95402085 286.88758030</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">96.63439033 299.90834638 202.74684195 299.90834638</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">107.24996772 592.61461999 549.36515363 592.61461999</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">81.34145185 607.67206870 134.29469100 607.67206870</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">165.88344101 606.72667953 202.07923069 608.34935716</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">345.86287569 609.67243289 546.23670180 609.67243289</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">46.68662331 622.49927363 261.64772550 622.49927363</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">208.85127617 688.04546445 297.10801763 688.04546445</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">195.68311317 701.13615270 293.53923549 701.13615270</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">54.99598892 713.36368185 271.49924596 713.36368185</stroke>
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|
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|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">312.05257700 152.65598770 374.02657855 152.65598770</stroke>
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|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">52.80718384 594.72000500 233.49053937 594.72000500</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">51.92850229 629.30969651 299.50263236 629.30969651</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">71.94720812 641.85042636 297.82948070 641.85042636</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">49.97604221 655.01370563 203.87278897 655.01370563</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">350.34363114 236.79281302 350.34363114 271.48215095 521.09142966 271.48215095 521.09142966 236.79281302 350.34363114 236.79281302</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">354.05590765 283.81925450 380.33920951 283.81925450</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">408.08651162 285.00185077 559.57075481 285.00185077</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">313.64453529 297.16068672 408.15662236 297.16068672</stroke>
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||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">492.41169300 296.26077355 561.22834365 296.26077355</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">315.87362540 309.73298885 346.57815737 309.73298885</stroke>
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<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">393.90870058 308.66845043 413.48666891 308.66845043</stroke>
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|
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<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">312.46808380 326.16866504 343.12748807 326.16866504</stroke>
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|
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">456.87662149 337.39037517 558.55967299 337.39037517</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">351.22655443 347.82275537 436.60939955 347.82275537</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">448.88285029 343.43044817 559.49998299 343.43044817</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">314.97501915 355.29215617 496.44766459 355.29215617</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">354.09020840 367.27068390 527.57656190 367.27068390</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">322.82801054 379.84651699 356.70828078 379.84651699</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">387.20505942 380.67519190 490.83952387 380.67519190</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">549.08327121 378.91821858 563.29235647 380.46812635</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">407.04808855 397.24330200 561.23015353 397.24330200</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">314.19976720 409.37744416 559.97488444 409.37744416</stroke>
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|
<stroke tool="pen" ts="0" fn="" color="#00c0ffff" width="1.41000000">314.15221388 422.85568960 450.90936133 422.85568960</stroke>
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||||||
|
<text font="Sans" size="12.00000000" x="304.24145269" y="413.32398928" color="#00c0ffff" ts="0" fn="">?</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">325.41138888 428.50556864 557.66987698 428.50556864</stroke>
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||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000" fill="128">356.18548891 439.64054099 517.03027584 439.64054099</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">322.32189107 451.33065353 555.99749824 451.33065353</stroke>
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||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">315.54983183 462.92387105 561.82170404 462.92387105</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">314.27144109 474.88735781 435.34904884 474.88735781</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">315.42134160 488.12597950 563.37811236 488.12597950</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">314.55089131 498.82377779 345.89841933 498.82377779</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">474.64500559 499.16449245 540.66933811 499.16449245</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">323.55905672 511.63987662 559.64326539 511.63987662</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">313.23237602 525.36141434 392.31517872 525.36141434</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="303.69464111" y="223.37280273" color="#00c0ffff" ts="0" fn="">it seems that
|
||||||
|
CCN(P, R) = sqrt(sPCE(P, R)) * sign(sPCE(P, R))</text>
|
||||||
|
</layer>
|
||||||
</page>
|
</page>
|
||||||
<page width="612.00000000" height="792.00000000">
|
<page width="612.00000000" height="792.00000000">
|
||||||
<background type="pdf" pageno="4"/>
|
<background type="pdf" pageno="4"/>
|
||||||
<layer/>
|
<layer>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">327.68792725 56.07701111 406.38792924 56.07701111</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">329.72863770 429.71592712 472.16401810 429.71592712</stroke>
|
||||||
|
</layer>
|
||||||
</page>
|
</page>
|
||||||
<page width="612.00000000" height="792.00000000">
|
<page width="612.00000000" height="792.00000000">
|
||||||
<background type="pdf" pageno="5"/>
|
<background type="pdf" pageno="5"/>
|
||||||
<layer/>
|
<layer>
|
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|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">323.71743774 56.60977173 422.82438683 56.60977173</stroke>
|
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">62.93778610 171.70779419 93.25386110 171.70779419</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">61.13979340 304.20623779 139.61832435 304.20623779</stroke>
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|
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">258.56616211 183.33140564 294.34747314 183.33140564</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">130.29582214 195.15254211 157.12201265 195.15254211</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">95.72859192 194.72036743 106.27194288 194.72036743</stroke>
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|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">126.18809509 171.35426331 213.96933322 171.35426331</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">52.39292908 207.10731506 297.78094607 207.10731506</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">50.20288086 219.16029358 229.86090736 219.16029358</stroke>
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|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">132.67337036 232.04870605 167.55912179 232.04870605</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">134.44567871 243.65399170 296.14180162 243.65399170</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">50.86627960 256.89921570 105.71501809 256.89921570</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">209.02972412 255.87834167 234.51747655 255.87834167</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">216.22798157 268.29389954 294.29753840 268.29389954</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">52.55226135 279.93014526 154.72651561 279.93014526</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">168.19479370 279.32131958 211.00291262 279.32131958</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">93.59426117 291.33819580 205.83955143 291.33819580</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">148.68009949 304.36269379 241.56299939 304.36269379</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">52.30911255 316.59719086 81.18531799 315.40541077</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">51.51200485 327.53538513 97.65396411 327.53538513</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">95.40032196 377.80535889 127.92657958 377.80535889</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">81.14723969 424.59275818 107.31600606 424.59275818</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">164.83163452 426.26223755 266.35182755 426.26223755</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">155.20605469 401.91479492 210.76864157 401.91479492</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="195.21855164" y="400.61158752" color="#00c0ffff" ts="0" fn="">unclear meaning</text>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">214.34875488 448.82334900 256.58689941 448.82334900</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">111.66255188 462.17030334 115.23116302 462.17030334</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">156.13653564 461.55162048 192.27251144 461.55162048</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">104.30141449 437.57984924 199.11752302 437.57984924</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="210.00827026" y="434.63031006" color="#00c0ffff" ts="0" fn="">why however?</text>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">236.81080627 466.58285522 298.54313518 466.58285522</stroke>
|
||||||
|
<stroke tool="pen" ts="0" fn="" color="#000000ff" width="1.41000000">51.80389404 477.79864502 209.58087202 477.79864502</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">75.51878357 389.19911194 153.10430966 389.19911194</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">198.96728516 389.94010925 297.40354652 389.94010925</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">53.34804153 401.28492737 125.86267861 401.28492737</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">173.15559387 376.91944885 264.79115595 376.91944885</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000">48.90019608 389.18875122 69.01720035 389.18875122</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">51.11223984 341.73580933 295.58426547 341.73580933</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">51.80425262 352.78494263 298.42401634 352.78494263</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">53.10929489 364.59017944 201.03371065 364.59017944</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ff00007f" width="8.50000000">209.85171509 363.78637695 264.94676959 363.78637695</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ff00007f" width="8.50000000">241.97932434 316.19200134 279.33200343 316.19200134</stroke>
|
||||||
|
<stroke tool="highlighter" color="#00c0ff7f" width="8.50000000">105.49553680 316.53663635 231.77396241 316.53663635</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ff00007f" width="8.50000000">150.11380005 328.12225342 296.53871450 328.12225342</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">502.19489776 66.86045770 519.66814451 68.33011014</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">542.66407030 68.70230954 562.73421767 68.70230954</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">405.92389276 81.07113127 560.17667911 81.07113127</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">313.22136626 91.42018791 445.82115597 91.42018791</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">433.25948028 103.24400376 544.68985626 103.24400376</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">452.42667043 115.44651188 561.23282885 115.44651188</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">345.33016897 129.21714952 456.88995444 129.21714952</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="368.22591891" y="129.77836747" color="#00c0ffff" ts="0" fn="">?</text>
|
||||||
|
<text font="Sans" size="12.00000000" x="315.56872476" y="138.42515356" color="#00c0ffff" ts="0" fn="">as a shift of 1 pixel makes the thing incorrect
|
||||||
|
cropping looks incorrect to me</text>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">465.67989954 152.94375881 556.52017919 152.94375881</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">420.40249403 164.14119412 433.19648996 165.04008802</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">497.21445235 163.52798694 540.61592052 163.52798694</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">334.20139352 174.89636321 425.11153675 174.89636321</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">453.91434244 175.31922375 563.66198149 175.31922375</stroke>
|
||||||
|
<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">312.32253490 186.49856654 399.30171917 186.49856654</stroke>
|
||||||
|
<text font="Sans" size="12.00000000" x="439.83694488" y="186.13273046" color="#00c0ffff" ts="0" fn="">Pearson</text>
|
||||||
|
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|
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||||||
|
<text font="Sans" size="12.00000000" x="317.81186368" y="307.05381362" color="#00c0ffff" ts="0" fn="">means quadratic complexity?</text>
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|
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<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">314.52677906 687.41072967 389.49511105 687.41072967</stroke>
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<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">313.25321577 674.21269526 546.85258988 674.21269526</stroke>
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<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">336.67502447 701.52097725 418.05772017 696.60518967</stroke>
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<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">492.48405057 700.32983080 563.69302451 700.32983080</stroke>
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<stroke tool="highlighter" color="#ffff007f" width="8.50000000" fill="128">313.83667868 710.45096964 536.45513993 710.45096964</stroke>
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</page>
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<page width="612.00000000" height="792.00000000">
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<page width="612.00000000" height="792.00000000">
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<background type="pdf" pageno="7"/>
|
<background type="pdf" pageno="7"/>
|
||||||
|
|||||||
@@ -154,11 +154,30 @@
|
|||||||
</page>
|
</page>
|
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<page width="596.00000000" height="842.00000000">
|
<page width="596.00000000" height="842.00000000">
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</page>
|
</page>
|
||||||
<page width="596.00000000" height="842.00000000">
|
<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="29"/>
|
<background type="pdf" pageno="29"/>
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<layer/>
|
<layer>
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|
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||||||
|
<text font="Sans" size="12.00000000" x="171.11151123" y="766.00430298" color="#ff00ffff" ts="0" fn="">typo?</text>
|
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|
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</page>
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<page width="596.00000000" height="842.00000000">
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<page width="596.00000000" height="842.00000000">
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<background type="pdf" pageno="30"/>
|
<background type="pdf" pageno="30"/>
|
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@@ -174,7 +193,33 @@
|
|||||||
</page>
|
</page>
|
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<page width="596.00000000" height="842.00000000">
|
<page width="596.00000000" height="842.00000000">
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|
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||||||
|
<teximage text="\text{similar to above \texttt{unsupervised\_wiener}}" left="189.02984619" top="311.98767090" right="370.04684619" bottom="331.08267090"/>
|
||||||
|
<text font="Sans" size="12.00000000" x="262.58197021" y="365.19287109" color="#00c0ffff" ts="0" fn="">new:</text>
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|
<text font="Sans" size="12.00000000" x="395.27593994" y="422.95880127" color="#00c0ffff" ts="0" fn="">?</text>
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</page>
|
</page>
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<page width="596.00000000" height="842.00000000">
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<page width="596.00000000" height="842.00000000">
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|
<background type="pdf" pageno="34"/>
|
||||||
|
|||||||
@@ -24,7 +24,7 @@ datasetPath = 'no_noise_images'
|
|||||||
# Note that contrarily to `datasets/fake/`, here we do not have images being Gaussian with `scale` `1` but actual images with pixel values between 0 and 255.
|
# Note that contrarily to `datasets/fake/`, here we do not have images being Gaussian with `scale` `1` but actual images with pixel values between 0 and 255.
|
||||||
# In addition to the range difference, note that the distribution in the first set of images was a Gaussian and here is very different and specific.
|
# In addition to the range difference, note that the distribution in the first set of images was a Gaussian and here is very different and specific.
|
||||||
PRNU_FACTOR = 0.01
|
PRNU_FACTOR = 0.01
|
||||||
NOISE_FACTOR = 0.1
|
NOISE_FACTOR = 0.2
|
||||||
|
|
||||||
np.random.seed(0)
|
np.random.seed(0)
|
||||||
|
|
||||||
@@ -34,7 +34,12 @@ SPLIT_N_X_N_S = [1, 2, 4]
|
|||||||
fig, axes = plt.subplots(2, 4)
|
fig, axes = plt.subplots(2, 4)
|
||||||
fig.suptitle('PRNU estimation with different number of images having Gaussian noise and Gaussian noised PRNU')
|
fig.suptitle('PRNU estimation with different number of images having Gaussian noise and Gaussian noised PRNU')
|
||||||
|
|
||||||
|
def axisImShow(axis, im):
|
||||||
|
imShow = axis.imshow(im)
|
||||||
|
plt.colorbar(imShow, label = 'Intensity', ax = axis, orientation = 'horizontal')
|
||||||
|
|
||||||
for splitNXNIndex, splitNXN in enumerate(SPLIT_N_X_N_S):
|
for splitNXNIndex, splitNXN in enumerate(SPLIT_N_X_N_S):
|
||||||
|
print(f'{splitNXN=}')
|
||||||
IMAGE_SIZE_SHAPE = [dimension // splitNXN for dimension in (704, 469)]
|
IMAGE_SIZE_SHAPE = [dimension // splitNXN for dimension in (704, 469)]
|
||||||
|
|
||||||
#prnuNpArray = 255 * randomGaussianImage(scale = PRNU_FACTOR, size = IMAGE_SIZE_SHAPE)
|
#prnuNpArray = 255 * randomGaussianImage(scale = PRNU_FACTOR, size = IMAGE_SIZE_SHAPE)
|
||||||
@@ -55,10 +60,13 @@ for splitNXNIndex, splitNXN in enumerate(SPLIT_N_X_N_S):
|
|||||||
m = IMAGE_SIZE_SHAPE[1]
|
m = IMAGE_SIZE_SHAPE[1]
|
||||||
n = IMAGE_SIZE_SHAPE[0]
|
n = IMAGE_SIZE_SHAPE[0]
|
||||||
|
|
||||||
imageWithoutPrnuNpArrayTiles = [imageWithoutPrnuNpArray[x : x + m, y : y + n] for x in range(0, imageWithoutPrnuNpArray.shape[0], m) for y in range(0, imageWithoutPrnuNpArray.shape[1], n)]
|
imageWithoutPrnuNpArrayTiles = [imageWithoutPrnuNpArray[x * m : (x + 1) * m, y * n : (y + 1) * n] for x in range(splitNXN) for y in range(splitNXN)]
|
||||||
|
#print(f'{m=} {n=} {0 * m=} {0 * (m + 1)=}')
|
||||||
|
#print([imageWithoutPrnuNpArrayTile.shape for imageWithoutPrnuNpArrayTile in imageWithoutPrnuNpArrayTiles])
|
||||||
for imageWithoutPrnuNpArrayTile in imageWithoutPrnuNpArrayTiles:
|
for imageWithoutPrnuNpArrayTile in imageWithoutPrnuNpArrayTiles:
|
||||||
#print(imageWithoutPrnuNpArrayTile.shape, tuple(IMAGE_SIZE_SHAPE[::-1]))
|
#print(imageWithoutPrnuNpArrayTile.shape, tuple(IMAGE_SIZE_SHAPE[::-1]))
|
||||||
#if imageWithoutPrnuNpArrayTile.shape != tuple(IMAGE_SIZE_SHAPE[::-1]):
|
#if imageWithoutPrnuNpArrayTile.shape != tuple(IMAGE_SIZE_SHAPE[::-1]):
|
||||||
|
# exit(1)
|
||||||
# continue
|
# continue
|
||||||
imageNoise = randomGaussianImage(scale = 255 * NOISE_FACTOR, size = imageWithoutPrnuNpArrayTile.shape)
|
imageNoise = randomGaussianImage(scale = 255 * NOISE_FACTOR, size = imageWithoutPrnuNpArrayTile.shape)
|
||||||
imageWithPrnuNpArray = imageWithoutPrnuNpArrayTile + prnuNpArray + imageNoise
|
imageWithPrnuNpArray = imageWithoutPrnuNpArrayTile + prnuNpArray + imageNoise
|
||||||
@@ -67,16 +75,19 @@ for splitNXNIndex, splitNXN in enumerate(SPLIT_N_X_N_S):
|
|||||||
axis = axes[0]
|
axis = axes[0]
|
||||||
|
|
||||||
axis[0].set_title('First image without noise')
|
axis[0].set_title('First image without noise')
|
||||||
axis[0].imshow(imageWithoutPrnuNpArrayTile)
|
axisImShow(axis[0], imageWithoutPrnuNpArrayTile)
|
||||||
|
|
||||||
axis[1].set_title('Actual Gaussian noised PRNU')
|
axis[1].set_title('First image Gaussian noise')
|
||||||
axis[1].imshow(prnuNpArray)
|
axisImShow(axis[1], imageNoise)
|
||||||
|
|
||||||
axis[2].set_title('F. i. with G. n.')
|
axis[2].set_title('First image with Gaussian noise\nClipped between 0 and 255')
|
||||||
axis[2].imshow(imageWithoutPrnuNpArray + imageNoise)
|
axisImShow(axis[2], np.clip(imageWithoutPrnuNpArray + imageNoise, 0, 255))
|
||||||
|
|
||||||
axis[3].set_title('F. i. with G. n. and PRNU')
|
axis[3].set_title('Actual Gaussian noised PRNU')
|
||||||
axis[3].imshow(imageWithoutPrnuNpArray + prnuNpArray + imageNoise)
|
axisImShow(axis[3], prnuNpArray)
|
||||||
|
|
||||||
|
axes[1][0].set_title('First image with Gaussian noise and PRNU\nClipped between 0 and 255')
|
||||||
|
axisImShow(axes[1][0], np.clip(imageWithoutPrnuNpArray + prnuNpArray + imageNoise, 0, 255))
|
||||||
isFirstImage = False
|
isFirstImage = False
|
||||||
|
|
||||||
#assert all([isIn256Range(extreme) for extreme in [imageWithPrnuNpArray.max(), imageWithPrnuNpArray.min()]]), 'Adding the PRNU resulted in out of 256 bounds image'
|
#assert all([isIn256Range(extreme) for extreme in [imageWithPrnuNpArray.max(), imageWithPrnuNpArray.min()]]), 'Adding the PRNU resulted in out of 256 bounds image'
|
||||||
@@ -91,10 +102,8 @@ for splitNXNIndex, splitNXN in enumerate(SPLIT_N_X_N_S):
|
|||||||
rms = rmsDiffNumpy(cameraPrnuEstimateNpArray, prnuNpArray, True)
|
rms = rmsDiffNumpy(cameraPrnuEstimateNpArray, prnuNpArray, True)
|
||||||
title = f'RMS with actual PRNU: {rmsDiffNumpy(cameraPrnuEstimateNpArray, prnuNpArray):.4f}\n(normalized RMS: {rmsDiffNumpy(cameraPrnuEstimateNpArray, prnuNpArray, True):.4f})'
|
title = f'RMS with actual PRNU: {rmsDiffNumpy(cameraPrnuEstimateNpArray, prnuNpArray):.4f}\n(normalized RMS: {rmsDiffNumpy(cameraPrnuEstimateNpArray, prnuNpArray, True):.4f})'
|
||||||
axis = axes[1]
|
axis = axes[1]
|
||||||
axis[splitNXNIndex].set_title(f'Number of images: {len(imagesPrnuEstimateNpArray)}\n{title}')
|
axis[splitNXNIndex + 1].set_title(f'PRNU estimation\nwith {len(imagesPrnuEstimateNpArray)} images')#\n{title}
|
||||||
axis[splitNXNIndex].imshow(cameraPrnuEstimateNpArray)
|
axisImShow(axis[splitNXNIndex + 1], cameraPrnuEstimateNpArray)
|
||||||
|
|
||||||
axes[1][3].axis('off')
|
|
||||||
|
|
||||||
plt.tight_layout()
|
plt.tight_layout()
|
||||||
plt.show()
|
plt.show()
|
||||||
@@ -1,6 +1,6 @@
|
|||||||
#!/usr/bin/env python
|
#!/usr/bin/env python
|
||||||
|
|
||||||
from utils import getColorChannel, Color
|
from utils import getColorChannel, Color, isARawImage
|
||||||
import os
|
import os
|
||||||
from tqdm import tqdm
|
from tqdm import tqdm
|
||||||
import numpy as np
|
import numpy as np
|
||||||
@@ -19,7 +19,7 @@ class Operation(Enum):
|
|||||||
def __str__(self):
|
def __str__(self):
|
||||||
return self.name.lower()
|
return self.name.lower()
|
||||||
|
|
||||||
OPERATION = Operation.LOAD_NPY
|
OPERATION = Operation.SAVE
|
||||||
RESOLUTION = 100
|
RESOLUTION = 100
|
||||||
print(f'{OPERATION = }')
|
print(f'{OPERATION = }')
|
||||||
if OPERATION == Operation.LOAD_NPY:
|
if OPERATION == Operation.LOAD_NPY:
|
||||||
@@ -32,7 +32,7 @@ def getNumpyFilePath(imageFilePath, color):
|
|||||||
for camera in tqdm(IMAGES_CAMERAS_FOLDER, 'Camera'):
|
for camera in tqdm(IMAGES_CAMERAS_FOLDER, 'Camera'):
|
||||||
imagesCameraFolder = IMAGES_CAMERAS_FOLDER[camera]
|
imagesCameraFolder = IMAGES_CAMERAS_FOLDER[camera]
|
||||||
for file in tqdm(os.listdir(imagesCameraFolder), 'Image'):
|
for file in tqdm(os.listdir(imagesCameraFolder), 'Image'):
|
||||||
if file.endswith('.NEF') or file.endswith('.ARW'):
|
if isARawImage(file):
|
||||||
#print(file)
|
#print(file)
|
||||||
imageFilePath = f'{imagesCameraFolder}/{file}'
|
imageFilePath = f'{imagesCameraFolder}/{file}'
|
||||||
for color in Color:
|
for color in Color:
|
||||||
|
|||||||
@@ -15,21 +15,22 @@ def getImageFilePath(imageIndex):
|
|||||||
|
|
||||||
def getImageColorChannel(imageIndex, color):
|
def getImageColorChannel(imageIndex, color):
|
||||||
imageFilePath = getImageFilePath(imageIndex)
|
imageFilePath = getImageFilePath(imageIndex)
|
||||||
return getColorChannel(imageFilePath, color).astype(np.int32)
|
colorChannel = getColorChannel(imageFilePath, color)
|
||||||
|
return colorChannel
|
||||||
|
|
||||||
|
def crop(image, interestingPosition, yRange, xRange):
|
||||||
|
return image[interestingPosition[0] - yRange: interestingPosition[0] + yRange, interestingPosition[1] - xRange: interestingPosition[1] + xRange]
|
||||||
|
|
||||||
# Could leverage crop already here.
|
# Could leverage crop already here.
|
||||||
colorChannels = [getImageColorChannel(imageIndex, COLOR) for imageIndex in tqdm(IMAGE_INDEX_RANGE)]
|
colorChannels = [crop(getImageColorChannel(imageIndex, COLOR), INTERESTING_POSITION, Y_RANGE, X_RANGE).astype(np.int32) for imageIndex in tqdm(IMAGE_INDEX_RANGE)]
|
||||||
meanColorChannels = np.mean(colorChannels, axis = 0)
|
meanColorChannels = np.mean(colorChannels, axis = 0)
|
||||||
estimatedPrnus = [colorChannel - meanColorChannels for colorChannel in tqdm(colorChannels)]
|
estimatedPrnus = [colorChannel - meanColorChannels for colorChannel in tqdm(colorChannels)]
|
||||||
estimatedPrnu = np.mean(estimatedPrnus, axis = 0)
|
estimatedPrnu = np.mean(estimatedPrnus, axis = 0)
|
||||||
print(estimatedPrnu.shape)
|
print(estimatedPrnu.shape)
|
||||||
|
|
||||||
def crop(image, interestingPosition, yRange, xRange):
|
|
||||||
return image[interestingPosition[0] - yRange: interestingPosition[0] + yRange, interestingPosition[1] - xRange: interestingPosition[1] + xRange]
|
|
||||||
|
|
||||||
#colorChannel = crop(multipleColorsImage, ORIGINAL_INTERESTING_POSITION, Y_RANGE, X_RANGE)
|
#colorChannel = crop(multipleColorsImage, ORIGINAL_INTERESTING_POSITION, Y_RANGE, X_RANGE)
|
||||||
colorChannelToDisplay = estimatedPrnu
|
colorChannelToDisplay = estimatedPrnu
|
||||||
colorChannelToDisplay = crop(colorChannelToDisplay, INTERESTING_POSITION, Y_RANGE, X_RANGE)
|
#colorChannelToDisplay = crop(colorChannelToDisplay, INTERESTING_POSITION, Y_RANGE, X_RANGE)
|
||||||
print(colorChannelToDisplay.shape)
|
print(colorChannelToDisplay.shape)
|
||||||
plt.imshow(colorChannelToDisplay)
|
plt.imshow(colorChannelToDisplay)
|
||||||
plt.show()
|
plt.show()
|
||||||
@@ -31,11 +31,13 @@ for axis in Axis:
|
|||||||
axisProfile = PROFILES_OF_AXES[axis]
|
axisProfile = PROFILES_OF_AXES[axis]
|
||||||
colorsOfAxes[axis] = plt.plot(axisProfile, label = axis)[0].get_color()
|
colorsOfAxes[axis] = plt.plot(axisProfile, label = axis)[0].get_color()
|
||||||
|
|
||||||
|
'''
|
||||||
for axis in Axis:
|
for axis in Axis:
|
||||||
for interestingValueOfAxisIndex, interestingValueOfAxis in enumerate(INTERESTING_VALUES_OF_AXES[axis]):
|
for interestingValueOfAxisIndex, interestingValueOfAxis in enumerate(INTERESTING_VALUES_OF_AXES[axis]):
|
||||||
linestyle = ':' if interestingValueOfAxisIndex % 2 == 0 else '--'
|
linestyle = ':' if interestingValueOfAxisIndex % 2 == 0 else '--'
|
||||||
label = f'{axis} local {"minimum" if interestingValueOfAxisIndex == 0 else "maximum"}' if interestingValueOfAxisIndex <= 1 else None
|
label = f'{axis} local {"minimum" if interestingValueOfAxisIndex == 0 else "maximum"}' if interestingValueOfAxisIndex <= 1 else None
|
||||||
plt.axvline(interestingValueOfAxis, color = colorsOfAxes[axis], alpha = 0.3, linestyle = linestyle, label = label)
|
plt.axvline(interestingValueOfAxis, color = colorsOfAxes[axis], alpha = 0.3, linestyle = linestyle, label = label)
|
||||||
|
'''
|
||||||
|
|
||||||
def flattenDictValues(dict_):
|
def flattenDictValues(dict_):
|
||||||
return itertools.chain(*dict_.values())
|
return itertools.chain(*dict_.values())
|
||||||
@@ -43,6 +45,7 @@ def flattenDictValues(dict_):
|
|||||||
# TODO: How to avoid hardcoding the default color being `black`?
|
# TODO: How to avoid hardcoding the default color being `black`?
|
||||||
MATPLOTLIB_DEFAULT_COLOR = 'black'
|
MATPLOTLIB_DEFAULT_COLOR = 'black'
|
||||||
|
|
||||||
|
'''
|
||||||
allInterestingValuesOfAxes = list(set(flattenDictValues(INTERESTING_VALUES_OF_AXES)))
|
allInterestingValuesOfAxes = list(set(flattenDictValues(INTERESTING_VALUES_OF_AXES)))
|
||||||
ticks = list(plt.xticks()[0]) + allInterestingValuesOfAxes
|
ticks = list(plt.xticks()[0]) + allInterestingValuesOfAxes
|
||||||
plt.xticks(ticks)
|
plt.xticks(ticks)
|
||||||
@@ -62,6 +65,7 @@ allInterestingIntensitiesOfAxes = list(flattenDictValues(INTERESTING_PROFILES_OF
|
|||||||
allInterestingIntensitiesOfAxesMin = min(allInterestingIntensitiesOfAxes)
|
allInterestingIntensitiesOfAxesMin = min(allInterestingIntensitiesOfAxes)
|
||||||
allInterestingIntensitiesOfAxesMax = max(allInterestingIntensitiesOfAxes)
|
allInterestingIntensitiesOfAxesMax = max(allInterestingIntensitiesOfAxes)
|
||||||
plt.ylim(allInterestingIntensitiesOfAxesMin, allInterestingIntensitiesOfAxesMax)
|
plt.ylim(allInterestingIntensitiesOfAxesMin, allInterestingIntensitiesOfAxesMax)
|
||||||
|
'''
|
||||||
|
|
||||||
plt.legend()
|
plt.legend()
|
||||||
plt.show()
|
plt.show()
|
||||||
@@ -2,6 +2,8 @@ import numpy as np
|
|||||||
import matplotlib.pyplot as plt
|
import matplotlib.pyplot as plt
|
||||||
from tqdm import tqdm
|
from tqdm import tqdm
|
||||||
|
|
||||||
|
# TODO: seems to avoid some intermediary values resulting in visible circles
|
||||||
|
|
||||||
A = -1.076923838846692e-06
|
A = -1.076923838846692e-06
|
||||||
B = 0.0010539307456559996
|
B = 0.0010539307456559996
|
||||||
C = 42
|
C = 42
|
||||||
@@ -27,9 +29,12 @@ for y in tqdm(range(SHAPE[0])):
|
|||||||
def checkOriginalPoint(point):
|
def checkOriginalPoint(point):
|
||||||
print(f'distance = {getDistance(*point)} intensity = {image[tuple(point)]}')
|
print(f'distance = {getDistance(*point)} intensity = {image[tuple(point)]}')
|
||||||
|
|
||||||
for point in [CENTER, [0, 0], [CENTER[0], int(CENTER[1] + getDistance(0, 0) / 2)]]:
|
#for point in [CENTER, [0, 0], [CENTER[0], int(CENTER[1] + getDistance(0, 0) / 2)]]:
|
||||||
checkOriginalPoint(point)
|
# checkOriginalPoint(point)
|
||||||
|
|
||||||
|
pad = (SHAPE[1] - SHAPE[0]) // 2
|
||||||
|
cropImage = image[:, pad:-pad]
|
||||||
|
|
||||||
#plt.imshow(image, cmap = 'grey')
|
#plt.imshow(image, cmap = 'grey')
|
||||||
plt.imsave('vignetting.png', image * 2.55, cmap = 'grey', vmin = 0, vmax = 255)
|
plt.imsave('vignetting_odd.png', image * 2.55, cmap = 'grey', vmin = 0, vmax = 255)
|
||||||
plt.show()
|
plt.show()
|
||||||
@@ -3,13 +3,15 @@ import numpy as np
|
|||||||
from scipy import fftpack
|
from scipy import fftpack
|
||||||
import matplotlib.pyplot as plt
|
import matplotlib.pyplot as plt
|
||||||
|
|
||||||
image = np.array(Image.open('circle.png').convert('L'))# / 255
|
IMAGE_FILE_NAME = 'manual_tests/horizontal_ellipse'
|
||||||
|
image = np.array(Image.open(f'{IMAGE_FILE_NAME}.png').convert('L'))# / 255
|
||||||
|
|
||||||
# fft of image
|
# fft of image
|
||||||
fft1 = fftpack.fftshift(fftpack.fft2(image))
|
fft1 = fftpack.fftshift(fftpack.fft2(image))
|
||||||
|
|
||||||
# save the image
|
# save the image
|
||||||
|
#toDisplay = np.angle(fft1)
|
||||||
toDisplay = np.log10(1 + abs(fft1))
|
toDisplay = np.log10(1 + abs(fft1))
|
||||||
plt.imshow(toDisplay)
|
plt.imshow(toDisplay)
|
||||||
plt.show()
|
plt.show()
|
||||||
plt.imsave('ifft1.png', toDisplay)
|
#plt.imsave(f'{IMAGE_FILE_NAME}_fft.png', toDisplay)
|
||||||
48
datasets/raise/fft/verify_dots.py
Normal file
48
datasets/raise/fft/verify_dots.py
Normal file
@@ -0,0 +1,48 @@
|
|||||||
|
import os
|
||||||
|
from tqdm import tqdm
|
||||||
|
import numpy as np
|
||||||
|
import matplotlib.pyplot as plt
|
||||||
|
import sys
|
||||||
|
|
||||||
|
sys.path.insert(0, '../')
|
||||||
|
|
||||||
|
from utils import isARawImage, Color, getColorChannel, mergeSingleColorChannelImagesAccordingToBayerFilter, iterativeMean, getPearsonCorrelationDistance
|
||||||
|
|
||||||
|
FOLDERS = {
|
||||||
|
'Rafael 23/04/24': '../rafael/230424',
|
||||||
|
'RAISE flat-field': '../flat-field/nef',
|
||||||
|
'RAISE non-flat-field': '../non-flat-field/nef',
|
||||||
|
}
|
||||||
|
|
||||||
|
def getImageMergedColorChannels(filePath):
|
||||||
|
imageColorChannels = {color: getColorChannel(filePath, color) for color in Color}
|
||||||
|
imageMergedColorChannels = mergeSingleColorChannelImagesAccordingToBayerFilter(imageColorChannels)
|
||||||
|
return imageMergedColorChannels
|
||||||
|
|
||||||
|
def getEstimatedPrnu(folder):
|
||||||
|
meanImages = iterativeMean()
|
||||||
|
filePaths = [f'{folder}/{file}' for file in os.listdir(folder) if isARawImage(file)]
|
||||||
|
|
||||||
|
for filePath in tqdm(filePaths, 'Compute mean image'):
|
||||||
|
imageMergedColorChannels = getImageMergedColorChannels(filePath)
|
||||||
|
meanImages.add(imageMergedColorChannels)
|
||||||
|
|
||||||
|
# Is not there anything clever than this to do? See [Robust_image_source_identification_on_modern_smartphones/issues/72](https://gitea.lemnoslife.com/Benjamin_Loison/Robust_image_source_identification_on_modern_smartphones/issues/72).
|
||||||
|
estimatedPrnu = iterativeMean()
|
||||||
|
for filePath in tqdm(filePaths, 'Compute estimated PRNU'):
|
||||||
|
imageMergedColorChannels = getImageMergedColorChannels(filePath)
|
||||||
|
estimatedPrnu.add(imageMergedColorChannels - meanImages.mean)
|
||||||
|
return estimatedPrnu.mean
|
||||||
|
|
||||||
|
estimatedPrnus = {folderName: getEstimatedPrnu(folder) for folderName, folder in FOLDERS.items()}
|
||||||
|
|
||||||
|
# TODO: largest common crop
|
||||||
|
|
||||||
|
print(f'{corr(estimatedPrnus["Rafael 23/04/24"], estimatedPrnus["Rafael 23/04/24"])=}')
|
||||||
|
print(f'{corr(estimatedPrnus["Rafael 23/04/24"], estimatedPrnus["RAISE flat-field"])=}')
|
||||||
|
print(f'{corr(estimatedPrnus["RAISE flat-field"], estimatedPrnus["Rafael 23/04/24"])=}')
|
||||||
|
print(f'{corr(estimatedPrnus["Rafael 23/04/24"], estimatedPrnus["RAISE non-flat-field"])=}')
|
||||||
|
print(f'{corr(estimatedPrnus["RAISE flat-field"], estimatedPrnus["RAISE non-flat-field"])=}')
|
||||||
|
|
||||||
|
plt.imshow(estimatedPrnus['RAISE flat-field'])
|
||||||
|
plt.show()
|
||||||
48
datasets/raise/find_consecutive_most_similar_images.py
Executable file
48
datasets/raise/find_consecutive_most_similar_images.py
Executable file
@@ -0,0 +1,48 @@
|
|||||||
|
#!/usr/bin/python3
|
||||||
|
|
||||||
|
import os
|
||||||
|
from utils import getColorChannel, Color, mergeSingleColorChannelImagesAccordingToBayerFilter, isARawImage
|
||||||
|
from tqdm import tqdm
|
||||||
|
import numpy as np
|
||||||
|
|
||||||
|
folder = 'flat-field/NEF'
|
||||||
|
|
||||||
|
# Section I. of *Determining Image Origin and Integrity Using Sensor Noise*.
|
||||||
|
def dotProduct(X, Y):
|
||||||
|
return np.multiply(X, Y).sum()
|
||||||
|
|
||||||
|
# Section I. of *Determining Image Origin and Integrity Using Sensor Noise*.
|
||||||
|
def corr(X, Y):
|
||||||
|
XMinusItsMean = X - X.mean()
|
||||||
|
YMinusItsMean = Y - Y.mean()
|
||||||
|
return dotProduct(XMinusItsMean, YMinusItsMean) / (np.linalg.norm(XMinusItsMean) * np.linalg.norm(YMinusItsMean))
|
||||||
|
|
||||||
|
def crop(image, yRange, xRange):
|
||||||
|
interestingPosition = np.array(image.shape) // 2
|
||||||
|
return image[interestingPosition[0] - yRange: interestingPosition[0] + yRange, interestingPosition[1] - xRange: interestingPosition[1] + xRange]
|
||||||
|
|
||||||
|
lastMergedSingleColorChannelImage = None
|
||||||
|
lastCorrelation = None
|
||||||
|
|
||||||
|
# Supports both highest and lowest.
|
||||||
|
extremeCorrelation = None
|
||||||
|
extremeCorrelationFile = None
|
||||||
|
|
||||||
|
files = [file for file in sorted(os.listdir(folder)) if isARawImage(file)]
|
||||||
|
|
||||||
|
for file in tqdm(files, 'File'):
|
||||||
|
colorChannels = {}
|
||||||
|
for color in Color:
|
||||||
|
colorChannel = getColorChannel(f'{folder}/{file}', color)
|
||||||
|
colorChannel = crop(colorChannel, 200, 200)
|
||||||
|
colorChannels[color] = colorChannel
|
||||||
|
mergedSingleColorChannelImage = mergeSingleColorChannelImagesAccordingToBayerFilter(colorChannels)
|
||||||
|
if lastMergedSingleColorChannelImage is not None:
|
||||||
|
correlation = corr(mergedSingleColorChannelImage, lastMergedSingleColorChannelImage)
|
||||||
|
if extremeCorrelation is None or correlation < extremeCorrelation:
|
||||||
|
extremeCorrelation = correlation
|
||||||
|
extremeCorrelationFile = file
|
||||||
|
|
||||||
|
lastMergedSingleColorChannelImage = mergedSingleColorChannelImage
|
||||||
|
|
||||||
|
print(f'{extremeCorrelationFile} (and previous file) have the lowest correlation with a correlation of {extremeCorrelation}')
|
||||||
@@ -10,13 +10,13 @@ import builtins as __builtin__
|
|||||||
from scipy.ndimage import gaussian_filter
|
from scipy.ndimage import gaussian_filter
|
||||||
import os
|
import os
|
||||||
from skimage.restoration import estimate_sigma
|
from skimage.restoration import estimate_sigma
|
||||||
from scipy import fftpack
|
from scipy import fftpack, stats
|
||||||
import imageio
|
import imageio
|
||||||
|
|
||||||
class Color(Enum):
|
class Color(Enum):
|
||||||
RED = auto()
|
RED = auto()
|
||||||
GREEN_RIGHT = auto()
|
GREEN_RIGHT = auto()
|
||||||
GREEN_BOTTOM = auto()
|
GREEN_LEFT = auto()
|
||||||
BLUE = auto()
|
BLUE = auto()
|
||||||
|
|
||||||
def __str__(self):
|
def __str__(self):
|
||||||
@@ -44,7 +44,7 @@ class Distance(Enum):
|
|||||||
return self.name.replace('_', '').title()
|
return self.name.replace('_', '').title()
|
||||||
|
|
||||||
def getPearsonCorrelationDistance(firstImage, secondImage):
|
def getPearsonCorrelationDistance(firstImage, secondImage):
|
||||||
pearsonCorrelation = scipy.stats.pearsonr(firstImage.flatten(), secondImage.flatten()).statistic
|
pearsonCorrelation = stats.pearsonr(firstImage.flatten(), secondImage.flatten()).statistic
|
||||||
if pearsonCorrelation < 0:
|
if pearsonCorrelation < 0:
|
||||||
print('Negative Pearson correlation, investigate further!')
|
print('Negative Pearson correlation, investigate further!')
|
||||||
exit(1)
|
exit(1)
|
||||||
@@ -117,29 +117,44 @@ RAW_IMAGE_FILE_EXTENSIONS = [
|
|||||||
'nef',
|
'nef',
|
||||||
]
|
]
|
||||||
|
|
||||||
|
SUPPORTED_RAW_PATTERNS = [
|
||||||
|
# RG
|
||||||
|
# GB
|
||||||
|
[[0, 1],
|
||||||
|
[3, 2]],
|
||||||
|
# GB
|
||||||
|
# RG
|
||||||
|
[[3, 2],
|
||||||
|
[0, 1]],
|
||||||
|
]
|
||||||
|
|
||||||
def getRawColorChannel(raw, color):
|
def getRawColorChannel(raw, color):
|
||||||
colorDesc = raw.color_desc.decode('ascii')
|
colorDesc = raw.color_desc.decode('ascii')
|
||||||
assert colorDesc == 'RGBG'
|
assert colorDesc == 'RGBG'
|
||||||
assert np.array_equal(raw.raw_pattern, np.array([[0, 1], [3, 2]], dtype = np.uint8))
|
assert any(np.array_equal(raw.raw_pattern, np.array(supportedRawPattern, dtype = np.uint8)) for supportedRawPattern in SUPPORTED_RAW_PATTERNS)
|
||||||
# RG
|
|
||||||
# GB
|
|
||||||
rawImageVisible = raw.raw_image_visible.copy()
|
rawImageVisible = raw.raw_image_visible.copy()
|
||||||
|
|
||||||
redRawImageVisible = rawImageVisible[::2, ::2]
|
topLeftRawImageVisible = rawImageVisible[::2, ::2]
|
||||||
greenRightRawImageVisible = rawImageVisible[::2, 1::2]
|
topRightRawImageVisible = rawImageVisible[::2, 1::2]
|
||||||
|
|
||||||
greenBottomRawImageVisible = rawImageVisible[1::2, ::2]
|
bottomLeftRawImageVisible = rawImageVisible[1::2, ::2]
|
||||||
blueRawImageVisible = rawImageVisible[1::2, 1::2]
|
bottomRightRawImageVisible = rawImageVisible[1::2, 1::2]
|
||||||
|
|
||||||
match color:
|
if np.array_equal(raw.raw_pattern, np.array(SUPPORTED_RAW_PATTERNS[0], dtype = np.uint8)):
|
||||||
case Color.RED:
|
imageNpArrays = {
|
||||||
imageNpArray = redRawImageVisible
|
Color.RED: topLeftRawImageVisible,
|
||||||
case Color.GREEN_RIGHT:
|
Color.GREEN_RIGHT: topRightRawImageVisible,
|
||||||
imageNpArray = greenRightRawImageVisible
|
Color.GREEN_LEFT: bottomLeftRawImageVisible,
|
||||||
case Color.GREEN_BOTTOM:
|
Color.BLUE: bottomRightRawImageVisible,
|
||||||
imageNpArray = greenBottomRawImageVisible
|
}
|
||||||
case Color.BLUE:
|
else: # elif np.array_equal(raw.raw_pattern, np.array(SUPPORTED_RAW_PATTERNS[1], dtype = np.uint8)):
|
||||||
imageNpArray = blueRawImageVisible
|
imageNpArrays = {
|
||||||
|
Color.GREEN_LEFT: topLeftRawImageVisible,
|
||||||
|
Color.BLUE: topRightRawImageVisible,
|
||||||
|
Color.RED: bottomLeftRawImageVisible,
|
||||||
|
Color.GREEN_RIGHT: bottomRightRawImageVisible,
|
||||||
|
}
|
||||||
|
imageNpArray = imageNpArrays[color]
|
||||||
return imageNpArray
|
return imageNpArray
|
||||||
|
|
||||||
def isARawImage(imageFilePath):
|
def isARawImage(imageFilePath):
|
||||||
@@ -148,7 +163,7 @@ def isARawImage(imageFilePath):
|
|||||||
def getColorChannel(imageFilePath, color):
|
def getColorChannel(imageFilePath, color):
|
||||||
if isARawImage(imageFilePath):
|
if isARawImage(imageFilePath):
|
||||||
numpyFilePath = f'{imageFilePath}.{color}.npy'
|
numpyFilePath = f'{imageFilePath}.{color}.npy'
|
||||||
if False and os.path.isfile(numpyFilePath):
|
if os.path.isfile(numpyFilePath):
|
||||||
imageNpArray = np.load(numpyFilePath)
|
imageNpArray = np.load(numpyFilePath)
|
||||||
else:
|
else:
|
||||||
with rawpy.imread(imageFilePath) as raw:
|
with rawpy.imread(imageFilePath) as raw:
|
||||||
@@ -161,7 +176,6 @@ def getColorChannel(imageFilePath, color):
|
|||||||
def escapeFilePath(filePath):
|
def escapeFilePath(filePath):
|
||||||
return filePath.replace('/', '_')
|
return filePath.replace('/', '_')
|
||||||
|
|
||||||
|
|
||||||
def getNewIndex(index, offset):
|
def getNewIndex(index, offset):
|
||||||
newIndex = (index - offset) * 2 + offset
|
newIndex = (index - offset) * 2 + offset
|
||||||
return newIndex
|
return newIndex
|
||||||
@@ -179,7 +193,7 @@ def mergeSingleColorChannelImagesAccordingToBayerFilter(singleColorChannelImages
|
|||||||
'''
|
'''
|
||||||
multipleColorsImage[::2,::2] = singleColorChannelImages[Color.RED]
|
multipleColorsImage[::2,::2] = singleColorChannelImages[Color.RED]
|
||||||
multipleColorsImage[1::2,::2] = singleColorChannelImages[Color.GREEN_RIGHT]
|
multipleColorsImage[1::2,::2] = singleColorChannelImages[Color.GREEN_RIGHT]
|
||||||
multipleColorsImage[::2,1::2] = singleColorChannelImages[Color.GREEN_BOTTOM]
|
multipleColorsImage[::2,1::2] = singleColorChannelImages[Color.GREEN_LEFT]
|
||||||
multipleColorsImage[1::2,1::2] = singleColorChannelImages[Color.BLUE]
|
multipleColorsImage[1::2,1::2] = singleColorChannelImages[Color.BLUE]
|
||||||
return multipleColorsImage
|
return multipleColorsImage
|
||||||
|
|
||||||
|
|||||||
@@ -1,5 +1,15 @@
|
|||||||
\documentclass{beamer}
|
\documentclass{beamer}
|
||||||
|
|
||||||
|
% Only show at bottom right the current page number over the total number of pages.
|
||||||
|
\setbeamertemplate{navigation symbols}
|
||||||
|
{
|
||||||
|
\usebeamerfont{footline}
|
||||||
|
\usebeamercolor[fg]{footline}
|
||||||
|
\hspace{1em}
|
||||||
|
\insertframenumber/\inserttotalframenumber
|
||||||
|
}
|
||||||
|
|
||||||
|
% To avoid warning `Token not allowed in a PDF string (Unicode):(hyperref) removing `\\'`
|
||||||
\pdfstringdefDisableCommands{%
|
\pdfstringdefDisableCommands{%
|
||||||
\def\\{}%
|
\def\\{}%
|
||||||
}
|
}
|
||||||
|
|||||||
Reference in New Issue
Block a user