#!/usr/bin/env python3 """ Reconstruct DAVIS PointMotionBench videos from DAVIS 2017 Trainval frames. Download Trainval 2017 - Images (480p) and Annotations from https://davischallenge.org/davis2017/code.html, then run this script. The DAVIS root should have this layout after extraction: / └── JPEGImages/ └── 480p/ └── / ├── 00000.jpg ├── 00001.jpg └── ... Example: python davis/reconstruct_davis.py \ --davis-root /path/to/DAVIS \ --output-dir davis/videos/input_480p \ --captions davis/davis_captions.json """ import argparse import json import os import shutil import subprocess import sys from pathlib import Path TARGET_FPS = 24 def ffmpeg_exe(): if shutil.which("ffmpeg"): return "ffmpeg" try: import imageio_ffmpeg return imageio_ffmpeg.get_ffmpeg_exe() except Exception: raise RuntimeError( "ffmpeg not found; install a system ffmpeg or `pip install imageio-ffmpeg`." ) def encode_sequence(ffmpeg, frames_dir, dst, fps): frames = sorted(frames_dir.glob("*.jpg")) if not frames: raise RuntimeError(f"no .jpg frames found in {frames_dir}") dst.parent.mkdir(parents=True, exist_ok=True) tmp = dst.with_suffix(".tmp.mp4") cmd = [ ffmpeg, "-y", "-loglevel", "error", "-framerate", str(fps), "-i", str(frames_dir / "%05d.jpg"), "-vf", "crop=trunc(iw/2)*2:trunc(ih/2)*2", "-c:v", "libx264", "-crf", "18", "-preset", "fast", "-pix_fmt", "yuv420p", "-an", str(tmp), ] res = subprocess.run(cmd, capture_output=True) if res.returncode != 0: if tmp.exists(): tmp.unlink() raise RuntimeError(res.stderr.decode(errors="replace").strip() or "ffmpeg failed") os.replace(tmp, dst) def main(): parser = argparse.ArgumentParser( description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter ) parser.add_argument( "--davis-root", required=True, type=Path, help="DAVIS 2017 root dir containing JPEGImages/480p/" ) parser.add_argument( "--output-dir", type=Path, default=Path(__file__).resolve().parent / "videos" / "input_480p", help="Output directory for mp4 files (default: davis/videos/input_480p/)", ) parser.add_argument( "--captions", type=Path, default=Path(__file__).resolve().parent / "davis_captions.json", help="davis_captions.json (default: alongside this script)", ) parser.add_argument("--fps", type=int, default=TARGET_FPS) parser.add_argument("--overwrite", action="store_true", help="Re-encode even if output exists") args = parser.parse_args() frames_root = args.davis_root / "JPEGImages" / "480p" if not frames_root.exists(): print(f"ERROR: {frames_root} does not exist — check --davis-root points to the DAVIS 2017 root.") sys.exit(1) captions = json.load(open(args.captions)) sequences = sorted(captions.keys()) args.output_dir.mkdir(parents=True, exist_ok=True) ffmpeg = ffmpeg_exe() print(f"[reconstruct] {len(sequences)} sequences | davis-root={args.davis_root} | out={args.output_dir}") done = skipped = failed = 0 missing = [] for i, seq in enumerate(sequences, 1): dst = args.output_dir / f"{seq}.mp4" if dst.exists() and not args.overwrite: skipped += 1 continue frames_dir = frames_root / seq if not frames_dir.exists(): missing.append(seq) print(f"[{i}/{len(sequences)}] MISSING {seq}") failed += 1 continue try: encode_sequence(ffmpeg, frames_dir, dst, args.fps) print(f"[{i}/{len(sequences)}] OK {seq}") done += 1 except Exception as e: print(f"[{i}/{len(sequences)}] ERROR {seq}: {e}") failed += 1 print(f"\n===== summary =====") print(f"encoded ok : {done}") print(f"skipped (exists) : {skipped}") print(f"missing upstream : {len(missing)}") print(f"failed : {failed}") for seq in missing[:20]: print(f" [MISSING] {seq}") if missing or failed: sys.exit(1) if __name__ == "__main__": main()