Update articles/Lens flare - Wikipedia/ annotations

See [Robust_image_source_identification_on_modern_smartphones/issues/69#issuecomment-1892](#69 (comment)).

.gitignore

@@ -1,2 +1,3 @@
 *.pdf
 *.xopp
+__pycache__

algorithms/context_adaptive_interpolator/context_adaptive_interpolator.py

@@ -6,6 +6,7 @@ from wiener_filter import wienerFilter
 
 # Assume greyscale PIL image passed.
 # What about other color channels? See #11.
+# `THRESHOLD` seems to have been designed to assume 256 range based images.
 def contextAdaptiveInterpolator(I, IImage, showProgress = False):
     rImage = Image.new('L', (IImage.size[0] - 2, IImage.size[1] - 2))
     r = rImage.load()

algorithms/distance/rms_diff.py

@@ -14,5 +14,13 @@ def rmsDiffPil(im1, im2):
         map(lambda h, i: h*(i**2), h, range(256))
     ) / (float(im1.size[0]) * im1.size[1]))
 
-def rmsDiffNumpy(image0, image1):
+def normalizeImage(image):
+    image = image - image.min()
+    image = image / image.max()
+    return image
+
+def rmsDiffNumpy(image0, image1, normalize = False):
+    if normalize:
+        image0 = normalizeImage(image0)
+        image1 = normalizeImage(image1)
     return np.sqrt(np.mean(np.square(image0 - image1)))

algorithms/image_utils/image_utils.py

@@ -0,0 +1,41 @@
+from PIL import Image, ImageFont, ImageDraw
+import numpy as np
+from matplotlib import pyplot as plt
+import os
+
+def randomGaussianImage(scale, size):
+    return np.random.normal(loc = 0, scale = scale, size = size)
+
+# `cmap` source: https://matplotlib.org/3.8.0/api/_as_gen/matplotlib.pyplot.imshow.html
+def showImageWithMatplotlib(npArray, title = None, cmap = 'viridis'):
+    if title is not None:
+        plt.title(title)
+    plt.imshow(npArray, cmap = cmap)
+    plt.show()
+
+def toPilImage(npArray):
+    return Image.fromarray(npArray)
+
+def getPrnuShownAsSuch(size, gaussianNoise = 0):
+    # Supports `WIDTH` > `HEIGHT` and conversely.
+    WIDTH, HEIGHT = size
+    TEXT = 'PRNU'
+
+    imagePil = Image.new('L', size)
+    draw = ImageDraw.Draw(imagePil)
+    fontPath = os.path.expanduser('~/.local/share/fonts/impact.ttf')
+    for fontSize in range(1, HEIGHT + 1):
+        font = ImageFont.truetype(fontPath, fontSize)
+        if font.getlength(TEXT) > WIDTH:
+            break
+    # Center vertically, especially in the case `HEIGHT` > `WIDTH`.
+    draw.text((0, HEIGHT // 2 - fontSize // 2), TEXT, 255, font = font)
+    imageNpArray = np.array(imagePil)
+    gaussianNoiseNpArray = randomGaussianImage(gaussianNoise, size[::-1])
+    #prnuShownAsSuch = imageNpArray + gaussianNoiseNpArray
+    prnuShownAsSuch = imageNpArray
+    for y in range(HEIGHT):
+        for x in range(WIDTH):
+            if prnuShownAsSuch[y, x] != 0:
+                prnuShownAsSuch[y, x] += gaussianNoiseNpArray[y, x]
+    return prnuShownAsSuch

articles/2007-dirik-sencar-memon--source-camera-identification-based-on-sensor-dust-characteristics/2007-dirik-sencar-memon--source-camera-identification-based-on-sensor-dust-characteristics.pdf.txt

@@ -0,0 +1 @@
+https://ieeexplore.ieee.org/abstract/document/4218950

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articles/Additive white Gaussian noise - Wikipedia/Additive white Gaussian noise - Wikipedia.pdf.txt

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+https://en.wikipedia.org/w/index.php?title=Additive_white_Gaussian_noise&oldid=1181981955

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articles/Airy disk - Wikipedia/Airy disk - Wikipedia.pdf.txt

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articles/Bayer filter - Wikipedia/Bayer filter - Wikipedia.pdf.txt

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articles/Bernoulli distribution - Wikipedia/Bernoulli distribution - Wikipedia.pdf.txt

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articles/Binomial distribution - Wikipedia/Binomial distribution - Wikipedia.pdf.txt

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articles/Convolution - Wikipedia/Convolution - Wikipedia.pdf.txt

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articles/Deblocking filter - Wikipedia/Deblocking filter - Wikipedia.pdf.txt

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articles/Diffraction grating - Wikipedia/Diffraction grating - Wikipedia.pdf.txt

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articles/Digital single-lens reflex camera - Wikipedia/Digital single-lens reflex camera - Wikipedia.pdf.txt

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articles/Euclidean distance - Wikipedia/Euclidean distance - Wikipedia.pdf.txt

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articles/Fixed-pattern noise - Wikipedia/Fixed-pattern noise - Wikipedia.pdf.txt

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+      <text font="Sans" size="12.00000000" x="6.39447301" y="389.82584827" color="#00c0ffff" ts="0" fn="">of this pixel?</text>
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+      <text font="Sans" size="12.00000000" x="46.59114641" y="439.81147100" color="#00c0ffff" ts="0" fn="">(offset) FPN is the ideal, as environment independent</text>
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articles/FloreView_An_Image_and_Video_Dataset_for_Forensic_Analysis/FloreView_An_Image_and_Video_Dataset_for_Forensic_Analysis.pdf.txt

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articles/Focal length - Wikipedia/Focal length - Wikipedia.pdf.txt

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articles/Fourier transforms of images plus.maths.org/Fourier transforms of images plus.maths.org.pdf.txt

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articles/Gaussian noise - Wikipedia/Gaussian noise - Wikipedia.pdf.txt

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articles/Geometric mean - Wikipedia/Geometric mean - Wikipedia.pdf.txt

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articles/Glare (vision) - Wikipedia/Glare (vision) - Wikipedia.pdf.txt

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articles/Gradient-domain image processing - Wikipedia/Gradient-domain image processing - Wikipedia.pdf.txt

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articles/HOW TO READ SMARTPHONE CAMERA SPECS - Inquisitive Universe/HOW TO READ SMARTPHONE CAMERA SPECS - Inquisitive Universe.pdf.txt

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articles/Image stitching - Wikipedia/Image stitching - Wikipedia.pdf.txt

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articles/Inch - Wikipedia/Inch - Wikipedia.pdf.txt

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articles/Inflection point - Wikipedia/Inflection point - Wikipedia.pdf.txt

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articles/IrfanView - Wikipedia/IrfanView - Wikipedia.pdf.txt

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articles/Law of large numbers - Wikipedia/Law of large numbers - Wikipedia.pdf.txt

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articles/Lens flare - Wikipedia/Lens flare - Wikipedia.pdf.txt

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articles/Luminance — Wikipédia/Luminance — Wikipédia.pdf.txt

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articles/Mathématiques appliquées — Wikipédia/Mathématiques appliquées — Wikipédia.pdf.txt

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articles/Mean shift - Wikipedia/Mean shift - Wikipedia.pdf.txt

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articles/Median absolute deviation - Wikipedia/Median absolute deviation - Wikipedia.pdf.txt

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articles/Mirrorless camera - Wikipedia/Mirrorless camera - Wikipedia.pdf.txt

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articles/Mixture model - Wikipedia/Mixture model - Wikipedia.pdf.txt

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articles/Non-local means - Wikipedia/Non-local means - Wikipedia.pdf.txt

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articles/Pearson correlation coefficient - Wikipedia/Pearson correlation coefficient - Wikipedia.pdf.txt

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articles/Positional Learning Quentin Bammey/Positional Learning Quentin Bammey.pdf.txt

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articles/Prism (optics) - Wikipedia/Prism (optics) - Wikipedia.pdf.txt

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articles/Random variable - Wikipedia/Random variable - Wikipedia.pdf.txt

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articles/Rangefinder camera - Wikipedia/Rangefinder camera - Wikipedia.pdf.txt

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articles/Raster graphics - Wikipedia/Raster graphics - Wikipedia.pdf.txt

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