"""Extract gear digit crops from a racing video. Usage: uv run python scripts/extract.py [--fps 5] Example: uv run python scripts/extract.py /path/to/video.mp4 sebring-tobi-lap6 1440 780 90 105 uv run python scripts/extract.py /path/to/video.mp4 paul-ricard-alpine 685 320 55 55 Outputs: raw//unlabeled/frame_XXXXX.png - individual crops composites//unlabeled.png - contact sheet for labeling """ import argparse import os import subprocess import sys from PIL import Image def main(): parser = argparse.ArgumentParser(description="Extract gear crops from racing video") parser.add_argument("video", help="Path to video file") parser.add_argument("source", help="Source name (e.g. sebring-tobi-lap6)") parser.add_argument("x", type=int, help="Crop X offset") parser.add_argument("y", type=int, help="Crop Y offset") parser.add_argument("w", type=int, help="Crop width") parser.add_argument("h", type=int, help="Crop height") parser.add_argument("--fps", type=int, default=5, help="Extraction frame rate (default: 5)") args = parser.parse_args() out_dir = f"raw/{args.source}/unlabeled" comp_dir = f"composites/{args.source}" os.makedirs(out_dir, exist_ok=True) os.makedirs(comp_dir, exist_ok=True) # Extract with ffmpeg print(f"Extracting from {args.video}") print(f" Crop: ({args.x}, {args.y}, {args.w}×{args.h}) at {args.fps}fps") cmd = [ "ffmpeg", "-y", "-i", args.video, "-vf", f"crop={args.w}:{args.h}:{args.x}:{args.y}", "-r", str(args.fps), f"{out_dir}/frame_%05d.png", ] subprocess.run(cmd, capture_output=True) # Build composite contact sheet frames = sorted(f for f in os.listdir(out_dir) if f.endswith(".png")) print(f" Extracted {len(frames)} frames") cols = 40 cell = 40 rows = (len(frames) + cols - 1) // cols sheet = Image.new("L", (cols * cell, rows * cell), 0) for idx, f in enumerate(frames): img = Image.open(os.path.join(out_dir, f)).convert("L").resize((cell, cell)) r, c = idx // cols, idx % cols sheet.paste(img, (c * cell, r * cell)) comp_path = f"{comp_dir}/unlabeled.png" sheet.save(comp_path) print(f" Composite: {comp_path} ({cols}×{rows})") print() print(f"Next: create labels/{args.source}.csv with columns: start,end,label") print(f" Each row is a frame range (0-indexed) and its gear digit.") print(f" Then run: uv run python scripts/build_dataset.py") if __name__ == "__main__": main()