---
tags:
- text-to-video
- lora
- diffusers
- template:diffusion-lora
widget:
- output:
url: images/video-0001.png
text: >-
Stunning panoramic underwater shot of a vibrant coral reef ecosystem
brimming with marine life. Colorful fish dart effortlessly among intricate
coral formations, soft rays of sunlight filter through the crystal-clear
waters, creating mesmerizing patterns on the ocean floor. Wide-angle
capturing vivid hues and abundant biodiversity.
parameters:
negative_prompt: >-
overly colorful, overexposed, static, blurred details, subtitles, style,
artwork, painting, still image, overall grayish, worst quality, low
quality, JPEG compression artifacts, ugly, incomplete, extra fingers,
poorly drawn hands, poorly drawn face, deformed, disfigured, malformed
limbs, fused fingers, static scene, cluttered background, three legs, many
people in background, walking backwards, people at bottom of frame, person
holding camera
base_model: Wan-AI/Wan2.1-T2V-1.3B
instance_prompt: null
license: apache-2.0
---
# 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:
### Video Outpainting
Transform conventional videos to panoramic format:
## Dataset
The metadata for our dataset is released at [HuggingFace](https://huggingface.co/datasets/yousiki/PanoWan).
## Citation
```bibtex
@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}
}
```