From bbd255caa771844b111498ceaf936b5fa6a46483 Mon Sep 17 00:00:00 2001 From: David Russo Date: Tue, 9 Jun 2020 14:09:55 +0100 Subject: [PATCH 1/2] Add ICC color profile support to colorhash Color profiles can significantly alter the appearance of an image's color. This change modifies the colorhash algorithm to take that into account by normalizing any embedded color profiles into the standard sRGB color space before analysis. It also provides an option to ignore embedded color profiles and instead analyze the image's raw color data (i.e. the default behaviour before this change), allowing images to be compared without their profiles. --- imagehash.py | 23 +++++++++++++---- tests/data/bigbuckbunny-with-diff-icc.png | Bin 0 -> 152389 bytes tests/data/bigbuckbunny.png | Bin 0 -> 152480 bytes tests/test_colorhash.py | 30 ++++++++++++++++++++++ 4 files changed, 48 insertions(+), 5 deletions(-) create mode 100644 tests/data/bigbuckbunny-with-diff-icc.png create mode 100644 tests/data/bigbuckbunny.png diff --git a/imagehash.py b/imagehash.py index 3e0cb57..051de8a 100644 --- a/imagehash.py +++ b/imagehash.py @@ -31,10 +31,11 @@ from __future__ import (absolute_import, division, print_function) -from PIL import Image import numpy -#import scipy.fftpack #import pywt +#import scipy.fftpack +from PIL import Image, ImageCms + __version__ = "4.1.0" """ @@ -270,7 +271,7 @@ def dhash_vertical(image, hash_size=8): return ImageHash(diff) -def whash(image, hash_size = 8, image_scale = None, mode = 'haar', remove_max_haar_ll = True): +def whash(image, hash_size=8, image_scale=None, mode='haar', remove_max_haar_ll=True): """ Wavelet Hash computation. @@ -320,7 +321,7 @@ def whash(image, hash_size = 8, image_scale = None, mode = 'haar', remove_max_ha -def colorhash(image, binbits=3): +def colorhash(image, binbits=3, ignore_icc=False): """ Color Hash computation. @@ -332,11 +333,23 @@ def colorhash(image, binbits=3): * the next 6*binbits encode the fraction in 6 bins of saturation, for mildly saturated parts of the remaining image @binbits number of bits to use to encode each pixel fractions + @ignore_icc use raw color values, ignoring embedded ICC profiles """ + if not ignore_icc: + image_profile = image.info.get("icc_profile") + if image_profile: + from io import BytesIO + # standardize color space to sRGB and preserve relative + # color values by using perceptual rendering intent + srgb_profile = ImageCms.createProfile("sRGB") + image_profile = ImageCms.ImageCmsProfile(BytesIO(image_profile)) + ImageCms.profileToProfile(image, image_profile, srgb_profile, + renderingIntent=ImageCms.INTENT_PERCEPTUAL, inPlace=True) + # bin in hsv space: intensity = numpy.asarray(image.convert("L")).flatten() - h, s, v = [numpy.asarray(v).flatten() for v in image.convert("HSV").split()] + h, s, _ = [numpy.asarray(v).flatten() for v in image.convert("HSV").split()] # black bin mask_black = intensity < 256 // 8 frac_black = mask_black.mean() diff --git a/tests/data/bigbuckbunny-with-diff-icc.png b/tests/data/bigbuckbunny-with-diff-icc.png new file mode 100644 index 0000000000000000000000000000000000000000..c4db4e3731bd859be537ddbaca22ec11e96c6819 GIT binary patch literal 152389 zcmV(^K-IsAP)EX>4Tx04R}TU|=$Eba8TJ5@2A+%_}Jia(7aQh>TKTzreu3z|A1cV9a2hm|R@o z7!csY00epYd8rH-;M+9@Mi6~j7i1QuJYK++Tu@X3r2hc1QA%oYG6Msn0g#}7DyFQ_caOwTA$FfuSOP;gAiPfAq?t}HG|%`H~&%uCKMD#$NNEJ;lPs)e`@ z30PZ;8%`ivR!s32;bRa{vGf6951U 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z%X3K#o6f|51VQu2evCQ7W>{DP&UUy5Gl%Ew;TCnNeGFDXL{`m2=3>J$gN63jLEx&~ zXF2w6P4`=$!{(rV#J$x>M?+>rf#m1!p8xQ>{r1+&wf=wO<`!UOXZ`W*3o9Gj_piSIxXnd3 T+RHkm00000NkvXXu0mjfQGycc literal 0 HcmV?d00001 diff --git a/tests/test_colorhash.py b/tests/test_colorhash.py index cb3c264..a5fee46 100644 --- a/tests/test_colorhash.py +++ b/tests/test_colorhash.py @@ -11,6 +11,9 @@ def setUp(self): self.image = self.get_data_image() self.func = imagehash.colorhash + def tearDown(self): + self.image.close() + def test_colorhash(self): self.check_hash_algorithm(self.func, self.image) @@ -63,6 +66,33 @@ def check_hash_size(self, func, image, binbits=range(-1,1)): with self.assertRaises(ValueError): func(image, bit) + def test_colorhash_icc_support(self): + image = self.get_data_image('bigbuckbunny.png') + image_with_icc = self.get_data_image('bigbuckbunny-with-diff-icc.png') + with image, image_with_icc: + self.check_icc_support(self.func, image, image_with_icc) + + def check_icc_support(self, func, orig_image, image_with_diff_icc): + orig_data_hash = func(orig_image) + diff_icc_hash = func(image_with_diff_icc) + emsg = ('same image data but with a different ICC profile should ' + 'result in different hashes: {} == {}'.format(orig_data_hash, + diff_icc_hash)) + self.assertNotEqual(orig_data_hash, diff_icc_hash, emsg) + + def test_colorhash_icc_ignored(self): + image = self.get_data_image('bigbuckbunny.png') + image_with_icc = self.get_data_image('bigbuckbunny-with-diff-icc.png') + with image, image_with_icc: + self.check_icc_ignored(self.func, image, image_with_icc) + + def check_icc_ignored(self, func, orig_image, image_with_diff_icc): + orig_data_hash = func(orig_image) + diff_icc_hash = func(image_with_diff_icc, ignore_icc=True) + emsg = ('ignoring the ICC profile in an image with the same image ' + 'data as one without a profile should result in the same hash: ' + '{} != {}'.format(orig_data_hash, diff_icc_hash)) + self.assertEqual(orig_data_hash, diff_icc_hash, emsg) if __name__ == '__main__': unittest.main() From 036d9fcc7f89b0f0b67e7bb84310a7c02807e6e3 Mon Sep 17 00:00:00 2001 From: David Russo Date: Fri, 12 Jun 2020 12:16:11 +0100 Subject: [PATCH 2/2] Work around conda's Pillow package lacking ImageCms --- .travis.yml | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/.travis.yml b/.travis.yml index 08ea5d0..572e2cb 100644 --- a/.travis.yml +++ b/.travis.yml @@ -38,12 +38,17 @@ install: - conda install --quiet --file conda-requirements.txt - pip install coveralls + # Work around conda's Pillow package lacking ImageCms + - conda uninstall pillow + - pip install pillow + # Summerise environment # --------------------- - conda list - conda info -a # Install and test imagehash + # -------------------------- - python setup.py install script: