• VideoMAE复现之SSV2数据集解压(Linux)、webm转mp4格式


    合并语句:

    cat 20bn-something-something-v2-* > video.tar
    
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    解压语句:

    tar -xvf video.tar
    
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    参考链接:VideoMAE模型复现(Linux)

    解压后的数据集是webm格式,需要将其转换未240px的mp4格式,代码如下:

    # Copyright (c) OpenMMLab. All rights reserved.
    import argparse
    import glob
    import os
    import os.path as osp
    import sys
    from multiprocessing import Pool
    
    
    def resize_videos(args, vid_item):
        """Generate resized video cache.
    
        Args:
            vid_item (list): Video item containing video full path,
                video relative path.
    
        Returns:
            bool: Whether generate video cache successfully.
        """
    
        # args = parse_args()
        args.remove_dup = False
        # args.to_mp4 = True
        # args.scale = 320
        full_path, vid_path = vid_item
        # Change the output video extension to .mp4 if '--to-mp4' flag is set
        if args.to_mp4:
            vid_path = vid_path.split('.')
            assert len(vid_path) == 2, \
                f"Video path '{vid_path}' contain more than one dot"
            vid_path = vid_path[0] + '.mp4'
        out_full_path = osp.join(args.out_dir, vid_path)
        dir_name = osp.dirname(vid_path)
        out_dir = osp.join(args.out_dir, dir_name)
        if not osp.exists(out_dir):
            os.makedirs(out_dir)
        result = os.popen(
            f'ffprobe -hide_banner -loglevel error -select_streams v:0 -show_entries stream=width,height -of csv=p=0 {full_path}'  # noqa:E501
        )
    
        # res = result.readline().rstrip().split(',')
        # w, h = [int(d) for d in res]
        w, h = [int(d) for d in result.readline().rstrip().split(',')]
        if w > h:
            cmd = (f'ffmpeg -hide_banner -loglevel error -i {full_path} '
                   f'-vf {"mpdecimate," if args.remove_dup else ""}'
                   f'scale=-2:{args.scale} '
                   f'{"-vsync vfr" if args.remove_dup else ""} '
                   f'-c:v libx264 {"-g 16" if args.dense else ""} '
                   f'-an {out_full_path} -y')
        else:
            cmd = (f'ffmpeg -hide_banner -loglevel error -i {full_path} '
                   f'-vf {"mpdecimate," if args.remove_dup else ""}'
                   f'scale={args.scale}:-2 '
                   f'{"-vsync vfr" if args.remove_dup else ""} '
                   f'-c:v libx264 {"-g 16" if args.dense else ""} '
                   f'-an {out_full_path} -y')
        os.popen(cmd)
        print(f'{vid_path} done')
        sys.stdout.flush()
        return True
    
    
    def parse_args():
        parser = argparse.ArgumentParser(
            description='Generate the resized cache of original videos')
        parser.add_argument('src_dir', type=str, help='source video directory')
        parser.add_argument('out_dir', type=str, help='output video directory')
        parser.add_argument(
            '--dense',
            action='store_true',
            help='whether to generate a faster cache')
        parser.add_argument(
            '--level',
            type=int,
            choices=[1, 2],
            default=2,
            help='directory level of data')
        parser.add_argument(
            '--remove-dup',
            action='store_true',
            help='whether to remove duplicated frames')
        parser.add_argument(
            '--ext',
            type=str,
            default='mp4',
            choices=['avi', 'mp4', 'webm', 'mkv'],
            help='video file extensions')
        parser.add_argument(
            '--to_mp4',
            action='store_true',
            help='whether to output videos in mp4 format')
        parser.add_argument(
            '--scale',
            type=int,
            default=240,
            help='resize image short side length keeping ratio')
        parser.add_argument(
            '--num_worker', type=int, default=8, help='number of workers')
        args = parser.parse_args()
    
        return args
    
    
    if __name__ == '__main__':
    
        args = parse_args()
        
        if not osp.isdir(args.out_dir):
            print(f'Creating folder: {args.out_dir}')
            os.makedirs(args.out_dir)
    
        print('Reading videos from folder: ', args.src_dir)
        print('Extension of videos: ', args.ext)
        fullpath_list = glob.glob(args.src_dir + '/*' * args.level + '.' +
                                  args.ext)
        done_fullpath_list = glob.glob(args.out_dir + '/*' * args.level + args.ext)
        print('Total number of videos found: ', len(fullpath_list))
        print('Total number of videos transfer finished: ',
              len(done_fullpath_list))
        if args.level == 2:
            vid_list = list(
                map(
                    lambda p: osp.join(
                        osp.basename(osp.dirname(p)), osp.basename(p)),
                    fullpath_list))
        elif args.level == 1:
            vid_list = list(map(osp.basename, fullpath_list))
    
        for i in range(len(fullpath_list)):
            fullpath = fullpath_list[i]
            vid = vid_list[i]
            resize_videos(args, (fullpath, vid))
    
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    参数示例:

    "args": [
    	"../somethingV2/20bn-something-something-v2", 
    	"../../dataset_image_code/xhl/VideoMAE-main/data/something-something/20bn-something-something-v2_240p", 
    	"--level", "1", "--to_mp4", "--scale", "240", "--ext", "webm"
    ]
    
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  • 原文地址:https://blog.csdn.net/weixin_43595277/article/details/134007006