Pcrab / 360DVD

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360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Model

Qian Wang, Weiqi Li, Chong Mou, Xinhua Cheng, Jian Zhang

School of Electronic and Computer Engineering, Peking University

arXiv Camera Ready Paper Home Page

This repository is the official implementation of 360DVD, a panorama video generation pipeline based on the given prompts and motion conditions. The main idea is to turn a T2V model into a panoramic T2V model through 360-Adapter and 360 Enhancement Techniques.

Gallery

We have showcased some regular videos generated by AnimateDiff and panoramic videos generated by 360DVD below.

More results can be found on our Project Page.

AnimateDiff Ours AnimateDiff Ours
"the top of a snow covered mountain range, with the sun shining over it" "a view of fireworks exploding in the night sky over a city, as seen from a plane"
AnimateDiff Ours AnimateDiff Ours
"a desert with sand dunes, blue cloudy sky" "the city under cloudy sky, a car driving down the street with buildings"
AnimateDiff Ours AnimateDiff Ours
"a large mountain lake, the lake surrounded by hills and mountains" "a volcano with smoke coming out, mountains under clouds, at sunset"

Model: Realistic Vision V5.1

To Do List

  • Release dataset
  • Release weights
  • Release code
  • Release paper

Contact Us

Qian Wang: qianwang@stu.pku.edu.cn

Acknowledgements

Codebase built upon AnimateDiff.

BibTeX

@article{wang2024360dvd,
  title={360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Model},
  author={Qian Wang and Weiqi Li and Chong Mou and Xinhua Cheng and Jian Zhang},
  journal={arXiv preprint arXiv:2401.06578},
  year={2024}
}

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