To speed up frame extraction, consider using FFmpeg (via imageio or ffmpeg-python) as an alternative to cv2.VideoCapture, as it's more optimized. You can also try threading to capture frames in parallel, reduce the video resolution, or enable hardware acceleration (e.g., cv2.cuda). These methods can help cut down the time spent on frame extraction.