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Instruction data for VideoChat

🔥 Updates

💬 V1: 7K detailed descriptions + 4K multi-turn conversations

We build a video-centric multimodal instruction data based on WebVid-10M. The corresponding detailed descriptions and multi-turn conversations generations are produced by ChatGPT based on video text (aided by VideoChat-Text) with several prompts concerning spatiotemporal features. Compared with detailed video descriptions, video conversations are introduced to further improve data diversity by introducing temporal and casual features in the video instruction data.

Example of detailed video description
Example of video conversation

📄 Citation

If you find this project useful in your research, please consider cite:

@article{2023videochat,
  title={VideoChat: Chat-Centric Video Understanding},
  author={Li, Kunchang and He, Yinan and Wang, Yi and Li, Yizhuo and Wang, Wenhai and Luo, Ping and Wang, Yali and Wang, Limin and Qiao, Yu},
  journal={arXiv preprint arXiv:2305.06355},
  year={2023}
}

@article{wang2022internvideo,
  title={InternVideo: General Video Foundation Models via Generative and Discriminative Learning},
  author={Wang, Yi and Li, Kunchang and Li, Yizhuo and He, Yinan and Huang, Bingkun and Zhao, Zhiyu and Zhang, Hongjie and Xu, Jilan and Liu, Yi and Wang, Zun and Xing, Sen and Chen, Guo and Pan, Junting and Yu, Jiashuo and Wang, Yali and Wang, Limin and Qiao, Yu},
  journal={arXiv preprint arXiv:2212.03191},
  year={2022}
}