Add simple resize to extract images
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@ -20,11 +20,13 @@ def main():
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# CV_IMWRITE_PNG_COMPRESSION from 0 to 9. A higher value means a smaller size and longer
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# CV_IMWRITE_PNG_COMPRESSION from 0 to 9. A higher value means a smaller size and longer
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# compression time. If read raw images during training, use 0 for faster IO speed.
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# compression time. If read raw images during training, use 0 for faster IO speed.
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if mode == 'single':
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if mode == 'single':
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opt['input_folder'] = 'F:\\4k6k\\datasets\\hands_on_hc\\images'
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opt['input_folder'] = 'F:\\4k6k\\datasets\\fkaw\\images'
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opt['save_folder'] = 'F:\\4k6k\\datasets\\imagesets\\tiled_512px'
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opt['save_folder'] = 'F:\\4k6k\\datasets\\fkaw\\square_images'
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opt['crop_sz'] = 512 # the size of each sub-image
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opt['crop_sz'] = 1024 # the size of each sub-image
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opt['step'] = 440 # step of the sliding crop window
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opt['step'] = 880 # step of the sliding crop window
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opt['thres_sz'] = 120 # size threshold
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opt['thres_sz'] = 240 # size threshold
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opt['resize_final_img'] = .5
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opt['only_resize'] = .5
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extract_single(opt, split_img)
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extract_single(opt, split_img)
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elif mode == 'pair':
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elif mode == 'pair':
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GT_folder = '../../datasets/div2k/DIV2K_train_HR'
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GT_folder = '../../datasets/div2k/DIV2K_train_HR'
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@ -105,6 +107,7 @@ def worker(path, opt, split_mode=False, left_img=True):
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crop_sz = opt['crop_sz']
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crop_sz = opt['crop_sz']
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step = opt['step']
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step = opt['step']
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thres_sz = opt['thres_sz']
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thres_sz = opt['thres_sz']
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only_resize = opt['only_resize']
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img_name = osp.basename(path)
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img_name = osp.basename(path)
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img = cv2.imread(path, cv2.IMREAD_UNCHANGED)
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img = cv2.imread(path, cv2.IMREAD_UNCHANGED)
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@ -117,7 +120,7 @@ def worker(path, opt, split_mode=False, left_img=True):
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raise ValueError('Wrong image shape - {}'.format(n_channels))
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raise ValueError('Wrong image shape - {}'.format(n_channels))
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# Uncomment to filter any image that doesnt meet a threshold size.
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# Uncomment to filter any image that doesnt meet a threshold size.
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if w < 3000:
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if min(h,w) < 1024:
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return
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return
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left = 0
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left = 0
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@ -139,6 +142,18 @@ def worker(path, opt, split_mode=False, left_img=True):
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if w - (w_space[-1] + crop_sz) > thres_sz:
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if w - (w_space[-1] + crop_sz) > thres_sz:
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w_space = np.append(w_space, w - crop_sz)
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w_space = np.append(w_space, w - crop_sz)
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dsize = None
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if only_resize:
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dsize = (crop_sz, crop_sz)
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if h < w:
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h_space = [0]
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w_space = [(w - h) // 2]
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crop_sz = h
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else:
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h_space = [(h - w) // 2]
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w_space = [0]
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crop_sz = w
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index = 0
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index = 0
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for x in h_space:
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for x in h_space:
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for y in w_space:
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for y in w_space:
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@ -150,6 +165,12 @@ def worker(path, opt, split_mode=False, left_img=True):
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crop_img = np.ascontiguousarray(crop_img)
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crop_img = np.ascontiguousarray(crop_img)
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# If this fails, change it and the imwrite below to the write extension.
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# If this fails, change it and the imwrite below to the write extension.
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assert ".jpg" in img_name
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assert ".jpg" in img_name
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if 'resize_final_img' in opt.keys():
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# Resize too.
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resize_factor = opt['resize_final_img']
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if dsize is None:
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dsize = (int(crop_img.shape[0] * resize_factor), int(crop_img.shape[1] * resize_factor))
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crop_img = cv2.resize(crop_img, dsize, interpolation = cv2.INTER_AREA)
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cv2.imwrite(
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cv2.imwrite(
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osp.join(opt['save_folder'],
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osp.join(opt['save_folder'],
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img_name.replace('.jpg', '_l{:05d}_s{:03d}.png'.format(left, index))), crop_img,
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img_name.replace('.jpg', '_l{:05d}_s{:03d}.png'.format(left, index))), crop_img,
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