PanoWan

Official repository for "PanoWan: Lifting Diffusion Video Generation Models to 360° with Latitude/Longitude-aware Mechanisms"

Text-to-360° Video Generation

Generate panoramic videos from text prompts:

Zero-Shot Applications

Long Video Generation

Generate extended panoramic videos using temporal windowing and seamless blending:

Super Resolution

Enhance low-resolution panoramic videos to 2x resolution:

Low Resolution

High Resolution

Semantic Editing

Edit panoramic videos with text-guided modifications:

Original

Edited

Video Outpainting

Transform conventional videos to panoramic format:

Dataset

The metadata for our dataset is released at HuggingFace.

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}
}