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