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WalkIndia-50 Video Clips

Video clips from Indian street walking tours for evaluating video foundation models (V-JEPA 2) on non-Western urban scenes.

Dataset Description

Property Value
Total Clips 337
Duration Range 4.0s - 8.4s
Mean Duration 5.3s
Source @WalkinginIndia YouTube

Scene Types

Scene Clips Description
hilltown 114 Mussoorie - Camel's Back Road hill station
metro 112 Delhi Metro - Dilli Haat INA Station underground
temple 111 Golden Temple, Amritsar - religious site & bazaar

Processing Pipeline

  1. Download: yt-dlp (10 min per video)
  2. Scene Detection: PySceneDetect ContentDetector (threshold=27.0)
  3. Intelligent Re-split: Long clips split using:
    • ContentDetector (threshold=15.0) for subtle changes
    • AdaptiveDetector for gradual transitions
    • Fixed 5s chunks as fallback

Intended Use

  • Evaluate V-JEPA 2 video embeddings on Indian urban scenes
  • Test geographic transfer of video foundation models
  • Research on non-Western video understanding

Citation

If you use this dataset, please cite:

@dataset{walkindia50,
  title={WalkIndia-50: Indian Street Video Clips},
  author={Anonymous},
  year={2026},
  url={https://huggingface.co/datasets/anonymousML123/walkindia-50-clips}
}

License

CC-BY-4.0 (Creative Commons Attribution 4.0)

Original videos from @WalkinginIndia YouTube channel.

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