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If using mask, scale the masked portion of image
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aaff2f811e
commit
390a9638d5
2 changed files with 40 additions and 37 deletions
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@ -77,11 +77,11 @@ def reinhard_color_transfer(source, target, clip=False, preserve_paper=False, so
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a += aMeanTar
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a += aMeanTar
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b += bMeanTar
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b += bMeanTar
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# clip/scale the pixel intensities to [0, 255] if they fall
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# clip/scale the pixel intensities if they fall
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# outside this range
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# outside the ranges for LAB
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l = _scale_array(l, 0, 100, clip=clip)
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l = _scale_array(l, 0, 100, clip=clip, mask=source_mask)
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a = _scale_array(a, -127, 127, clip=clip)
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a = _scale_array(a, -127, 127, clip=clip, mask=source_mask)
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b = _scale_array(b, -127, 127, clip=clip)
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b = _scale_array(b, -127, 127, clip=clip, mask=source_mask)
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# merge the channels together and convert back to the RGB color
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# merge the channels together and convert back to the RGB color
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transfer = cv2.merge([l, a, b])
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transfer = cv2.merge([l, a, b])
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@ -180,7 +180,7 @@ def _min_max_scale(arr, new_range=(0, 255)):
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return scaled
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return scaled
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def _scale_array(arr, mn, mx, clip=True):
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def _scale_array(arr, mn, mx, clip=True, mask=None):
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"""
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"""
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Trim NumPy array values to be in [0, 255] range with option of
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Trim NumPy array values to be in [0, 255] range with option of
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clipping or scaling.
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clipping or scaling.
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@ -197,7 +197,10 @@ def _scale_array(arr, mn, mx, clip=True):
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if clip:
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if clip:
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scaled = np.clip(arr, mn, mx)
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scaled = np.clip(arr, mn, mx)
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else:
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else:
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scale_range = (max([arr.min(), mn]), min([arr.max(), mx]))
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if mask is not None:
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scale_range = (max([np.min(mask * arr), mn]), min([np.max(mask * arr), mx]))
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else:
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scale_range = (max([np.min(arr), mn]), min([np.max(arr), mx]))
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scaled = _min_max_scale(arr, new_range=scale_range)
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scaled = _min_max_scale(arr, new_range=scale_range)
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return scaled
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return scaled
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@ -15,7 +15,7 @@ class ColorTranfer(unittest.TestCase):
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src_samples = SampleLoader.load(SampleType.FACE, './test_src', None)
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src_samples = SampleLoader.load(SampleType.FACE, './test_src', None)
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dst_samples = SampleLoader.load(SampleType.FACE, './test_dst', None)
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dst_samples = SampleLoader.load(SampleType.FACE, './test_dst', None)
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src_sample = src_samples[2]
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for src_sample in src_samples:
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src_img = src_sample.load_bgr()
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src_img = src_sample.load_bgr()
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src_mask = src_sample.load_mask()
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src_mask = src_sample.load_mask()
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