panowan.mp4

   

PanoWan

Official repository for "PanoWan: Lifting Diffusion Video Generation Models to 360° with Latitude/Longitude-aware Mechanisms" (code is coming soon!)

Text-to-360° Video Generation

Generate panoramic videos from text prompts:

Canyon.mp4	concert.festival.mp4	cyberpunk.mp4	desert.mp4
hot.pot.restaurant.mp4	lake.mp4	ski.resort.mp4	volcano.mp4

Zero-Shot Applications

Long Video Generation

Generate extended panoramic videos using temporal windowing and seamless blending:

beach.mp4

Super Resolution

Enhance low-resolution panoramic videos to 2x resolution:

artisan.bakery.mp4 Low Resolution

artisan.bakery.2x.pano.mp4 High Resolution

Semantic Editing

Edit panoramic videos with text-guided modifications:

inpainting_original.mp4 Original

inpainted.mp4 Edited

Video Outpainting

Transform conventional videos to panoramic format:

outpainting.mov

Citation

@article{xia2025panowan,
  title={PanoWan: Lifting Diffusion Video Generation Models to 360° with Latitude/Longitude-aware Mechanisms},
  author={Xia, Yifei and Weng, Shuchen and Yang, Siqi and Liu, Jingqi and Zhu, Chengxuan and Teng, Minggui and Jia, Zijian and Jiang, Han and Shi, Boxin},
  journal={arXiv preprint arXiv:2505.22016},
  year={2025}
}