Upload Action_Genome_data/dump_frames.py with huggingface_hub
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Action_Genome_data/dump_frames.py
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import os
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import argparse
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import warnings
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from tqdm import tqdm
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def dump_frames(args):
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video_dir = args.video_dir
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frame_dir = args.frame_dir
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annotation_dir = args.annotation_dir
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all_frames = args.all_frames
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# Load the list of annotated frames
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frame_list = []
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with open(os.path.join(annotation_dir, 'frame_list.txt'), 'r') as f:
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for frame in f:
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frame_list.append(frame.rstrip('\n'))
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# Create video to frames mapping
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video2frames = {}
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for path in frame_list:
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video, frame = path.split('/')
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if video not in video2frames:
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video2frames[video] = []
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video2frames[video].append(frame)
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# For each video, dump frames.
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for v in tqdm(video2frames):
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curr_frame_dir = os.path.join(frame_dir, v)
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if not os.path.exists(curr_frame_dir):
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os.makedirs(curr_frame_dir)
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# Use ffmpeg to extract frames. Different versions of ffmpeg may generate slightly different frames.
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# We used ffmpeg 2.8.15 to dump our frames.
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# Note that the frames are extracted according to their original video FPS, which is not always 24.
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# Therefore, our frame indices are different from Charades extracted frames' indices.
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os.system('ffmpeg -loglevel panic -i %s/%s %s/%%06d.png' % (video_dir, v, curr_frame_dir))
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# if not keeping all frames, only keep the annotated frames included in frame_list.txt
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if not all_frames:
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keep_frames = video2frames[v]
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frames_to_delete = set(os.listdir(curr_frame_dir)) - set(keep_frames)
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for frame in frames_to_delete:
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os.remove(os.path.join(curr_frame_dir, frame))
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else:
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warnings.warn('Frame directory %s already exists. Skipping dumping into this directory.' % curr_frame_dir,
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RuntimeWarning)
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if __name__ == "__main__":
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parser = argparse.ArgumentParser(description="Dump frames")
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parser.add_argument("--video_dir", default="./videos",
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help="Folder containing Charades videos.")
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parser.add_argument("--frame_dir", default="./frames",
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help="Root folder containing frames to be dumped.")
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parser.add_argument("--annotation_dir", default="./annotations",
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help=("Folder containing annotation files, including object_bbox_and_relationship.pkl, "
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"person_bbox.pkl and frame_list.txt."))
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parser.add_argument("--all_frames", action="store_true",
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help="Set if you want to dump all frames, rather than the frames listed in frame_list.txt")
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args = parser.parse_args()
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dump_frames(args)
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