Upload make_RGB_dataset.py
Browse files- make_RGB_dataset.py +88 -0
    	
        make_RGB_dataset.py
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            '''
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            1. Please first extract RGB folder in each video folder in each scene folder and organize as below:
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            |-- RGB_file
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                |-- 1
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                    |-- 1.1
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                    ...
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                    |-- 1.4
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                    # (end of folder)
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                |
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                |-- 2
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                    |-- 2.1
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                        |-- color (folder)
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                        #
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                    |-- 2.2
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                        |-- color
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                        #
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                    |-- 2.3
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                        |-- color
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                        #
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                    |-- 2.4
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                        |-- color
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                        #
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                    |-- 2.5
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                        |-- color
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                        #
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                |
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                ...
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                |
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                |-- 11
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                    |-- 11.1
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                    ...
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                    |-- 11.5
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                    #
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                |
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                #
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            and run the code below
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            '''
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            import h5py
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            import numpy as np
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            import io
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            from PIL import Image
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            import os
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            from tqdm import tqdm
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            f = h5py.File("RGB_dataset.hdf5", "w")
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            # saving path: f["color/scene/video/"]
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            # color path: 
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            color_file_path = "RGB_file"
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            color_grp = f.require_group("color")
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            for scene in tqdm(os.listdir(color_file_path)):
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                print(scene)
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                scene_file_path = os.path.join(color_file_path, scene)
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                scene_grp = color_grp.require_group(scene)
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                for video in tqdm(os.listdir(scene_file_path)):
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                    if video=="groundtruth":
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                        continue
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                    video_grp = scene_grp.require_group(video)
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                    video_color_path = os.path.join(scene_file_path,video,"color")
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                    for image in tqdm(os.listdir(video_color_path)):
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                        img_path = os.path.join(video_color_path, image)
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                        with open(img_path, 'rb') as img_f:
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                            binary_data = img_f.read()
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                        binary_data_np = np.asarray(binary_data)
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                        dset = video_grp.create_dataset(f'{image[:-4]}', data=binary_data_np)
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            f.close()
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