SampleProcessor now uses CUBIC interpolation (was LANCSOZ4) in order to reduce CPU usage
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@@ -167,9 +167,9 @@ class SampleProcessor(object):
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if is_face_sample and target_face_type != -1:
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if is_face_sample and target_face_type != -1:
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if target_face_type > sample.face_type:
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if target_face_type > sample.face_type:
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raise Exception ('sample %s type %s does not match model requirement %s. Consider extract necessary type of faces.' % (sample.filename, sample.face_type, target_face_type) )
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raise Exception ('sample %s type %s does not match model requirement %s. Consider extract necessary type of faces.' % (sample.filename, sample.face_type, target_face_type) )
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img = cv2.warpAffine( img, LandmarksProcessor.get_transform_mat (sample.landmarks, size, target_face_type), (size,size), flags=cv2.INTER_LANCZOS4 )
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img = cv2.warpAffine( img, LandmarksProcessor.get_transform_mat (sample.landmarks, size, target_face_type), (size,size), flags=cv2.INTER_CUBIC )
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else:
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else:
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img = cv2.resize( img, (size,size), cv2.INTER_LANCZOS4 )
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img = cv2.resize( img, (size,size), cv2.INTER_CUBIC )
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if random_sub_size != 0:
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if random_sub_size != 0:
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sub_size = size - random_sub_size
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sub_size = size - random_sub_size
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@@ -262,9 +262,9 @@ def gen_warp_params (source, flip, rotation_range=[-10,10], scale_range=[-0.5, 0
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def warp_by_params (params, img, warp, transform, flip, is_border_replicate):
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def warp_by_params (params, img, warp, transform, flip, is_border_replicate):
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if warp:
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if warp:
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img = cv2.remap(img, params['mapx'], params['mapy'], cv2.INTER_LANCZOS4 )
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img = cv2.remap(img, params['mapx'], params['mapy'], cv2.INTER_CUBIC )
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if transform:
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if transform:
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img = cv2.warpAffine( img, params['rmat'], (params['w'], params['w']), borderMode=(cv2.BORDER_REPLICATE if is_border_replicate else cv2.BORDER_CONSTANT), flags=cv2.INTER_LANCZOS4 )
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img = cv2.warpAffine( img, params['rmat'], (params['w'], params['w']), borderMode=(cv2.BORDER_REPLICATE if is_border_replicate else cv2.BORDER_CONSTANT), flags=cv2.INTER_CUBIC )
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if flip and params['flip']:
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if flip and params['flip']:
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img = img[:,::-1,:]
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img = img[:,::-1,:]
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return img
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return img
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