import cv2 import os import logging import argparse # Setup logging logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s") logger = logging.getLogger(__name__) def extract_frames(video_path, output_dir, frame_interval=30): try: os.makedirs(output_dir, exist_ok=True) logger.info(f"Output directory: {output_dir}") video = cv2.VideoCapture(video_path) if not video.isOpened(): raise ValueError(f"Could not open video: {video_path}") fps = video.get(cv2.CAP_PROP_FPS) total_frames = int(video.get(cv2.CAP_PROP_FRAME_COUNT)) logger.info(f"Video: {video_path}, FPS: {fps}, Total frames: {total_frames}") frame_count = 0 saved_count = 0 video_name = os.path.splitext(os.path.basename(video_path))[0] while True: ret, frame = video.read() if not ret: break if frame_count % frame_interval == 0: frame_path = os.path.join(output_dir, f"{video_name}_frame_{frame_count}.jpg") cv2.imwrite(frame_path, frame) saved_count += 1 logger.info(f"Saved frame: {frame_path}") frame_count += 1 video.release() logger.info(f"Extracted {saved_count} frames from {video_path}") except Exception as e: logger.error(f"Error extracting frames from {video_path}: {e}") raise def main(): parser = argparse.ArgumentParser(description="Extract frames from videos for training dataset.") parser.add_argument("--video-dir", default="videos", help="Directory containing input videos") parser.add_argument("--output-dir", default="dataset/images/train", help="Directory to save extracted frames") parser.add_argument("--frame-interval", type=int, default=30, help="Extract every nth frame") args = parser.parse_args() video_dir = args.video_dir output_dir = args.output_dir frame_interval = args.frame_interval if not os.path.exists(video_dir): logger.error(f"Video directory does not exist: {video_dir}") return for video_file in os.listdir(video_dir): if video_file.endswith((".mp4", ".avi", ".mov")): video_path = os.path.join(video_dir, video_file) extract_frames(video_path, output_dir, frame_interval) if __name__ == "__main__": logger.info("Starting frame extraction...") main()