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Sleeping
| 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() | |