diff --git a/datasets/fake/generate_dataset.py b/datasets/fake/generate_dataset.py index 898b227..21439d1 100644 --- a/datasets/fake/generate_dataset.py +++ b/datasets/fake/generate_dataset.py @@ -22,9 +22,9 @@ PRNU_FACTOR = 0.1 def randomImage(scale): return np.maximum(np.random.normal(loc = 0, scale = scale, size = (IMAGE_SIZE, IMAGE_SIZE)), 0) -prnus = [randomImage(scale = 0.1) for _ in range(NUMBER_OF_PHONES)] +prnus = [randomImage(scale = PRNU_FACTOR) for _ in range(NUMBER_OF_PHONES)] -images = [[randomImage(scale = 10) + prnus[phoneIndex] for _ in range(NUMBER_OF_IMAGES_PER_PHONE)] for phoneIndex in range(NUMBER_OF_PHONES)] +images = [[randomImage(scale = 1) + prnus[phoneIndex] for _ in range(NUMBER_OF_IMAGES_PER_PHONE)] for phoneIndex in range(NUMBER_OF_PHONES)] # How to simplify? allImages = np.max([np.max(prnus) + np.max(images)]) @@ -49,8 +49,9 @@ def getPhoneIndexByNearestPrnu(estimatedPrnu): if nearestPrnuRmsDiff is None or prnuRmsDiff < nearestPrnuRmsDiff: nearestPrnuRmsDiff = prnuRmsDiff nearestPrnuPhoneIndex = phoneIndex - return phoneIndex + return nearestPrnuPhoneIndex +# Should choose between *average* and *mean*, I would prefer *mean*. # What about CAI on `phoneImagesMean`? correctGuessesByAverageImages = 0 correctGuessesByAverageCAIImages = 0 @@ -65,13 +66,10 @@ for phoneIndex in range(NUMBER_OF_PHONES): print('RMS diff with average CAI images =', rmsdiff(caiImagesMean, phonePrnu)) guessedPhoneIndexByAverageImages = getPhoneIndexByNearestPrnu(phoneImagesMean) guessedPhoneIndexByAverageCAIImages = getPhoneIndexByNearestPrnu(caiImagesMean) - #print(f'Actual phone index {phoneIndex}, guessed phone index {guessedPhoneIndex}') + print(f'Actual phone index {phoneIndex}, guessed phone index {guessedPhoneIndexByAverageImages} by averages images and {guessedPhoneIndexByAverageCAIImages} by average CAI images') correctGuessesByAverageImages += 1 if phoneIndex == guessedPhoneIndexByAverageImages else 0 correctGuessesByAverageCAIImages += 1 if phoneIndex == guessedPhoneIndexByAverageCAIImages else 0 - #correct = phoneIndex == guessedPhoneIndex - #if correct: - # correctGuesses += 1 -print(correctGuessesByAverageImages / NUMBER_OF_PHONES) -print(correctGuessesByAverageCAIImages / NUMBER_OF_PHONES) +print(f'{correctGuessesByAverageImages / NUMBER_OF_PHONES=}') +print(f'{correctGuessesByAverageCAIImages / NUMBER_OF_PHONES=}')