GimbalDiffusion / README.md
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Clarify supported backbones and camera encodings
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metadata
license: other
license_name: mixed-upstream-licenses
license_link: https://huggingface.co/lefreud/GimbalDiffusion/blob/main/LICENSE.md
pipeline_tag: text-to-video
base_model:
  - THUDM/CogVideoX-2b
  - Wan-AI/Wan2.1-T2V-1.3B
  - Wan-AI/Wan2.2-TI2V-5B
datasets:
  - YOUSIKI/PanoWan
tags:
  - video-generation
  - camera-control
  - camera-trajectory
  - gravity
  - gimbaldiffusion

GimbalDiffusion

Paper-release checkpoints for GimbalDiffusion: Gravity-Aware Camera Control for Video Generation (ECCV 2026). GimbalDiffusion is implemented across CogVideoX-2B, WAN 2.1, and WAN 2.2 using both Plücker-ray and UCPE camera encodings.

Checkpoints

Path Backbone Variant Size (GB)
gimbal_ac3d/controlnet.pt CogVideoX-2b / AC3D Main 0.022
gimbal_ucpe/dit.safetensors Wan 2.1 / UCPE Main 2.909
gimbal_ucpe_no_np/dit.safetensors Wan 2.1 / UCPE Without null-pitch conditioning 2.909
gimbal_ucpe_no_absolute/dit.safetensors Wan 2.1 / UCPE Relative poses 2.909
gimbal_wan_2_1/dit.safetensors Wan 2.1 Main 2.942
gimbal_wan_2_2/dit.safetensors Wan 2.2 Main 10.007
gimbal_wan_2_2_no_np/dit.safetensors Wan 2.2 Without null-pitch conditioning 10.007

Download

hf download lefreud/GimbalDiffusion --local-dir checkpoint/gimbaldiffusion
hf download THUDM/CogVideoX-2b --local-dir checkpoint/backbones/THUDM/CogVideoX-2b
hf download Wan-AI/Wan2.1-T2V-1.3B --local-dir checkpoint/backbones/Wan-AI/Wan2.1-T2V-1.3B
hf download Wan-AI/Wan2.2-TI2V-5B --local-dir checkpoint/backbones/Wan-AI/Wan2.2-TI2V-5B

For setup, inference, and training instructions, see the GimbalDiffusion README.

License

This repository contains artifacts governed by different upstream terms. In particular, the AC3D checkpoint is restricted to non-commercial research use. Read LICENSE.md and LICENSE-AC3D.txt before use. Base-model weights are not redistributed here and retain their own licenses.

Citation

@inproceedings{fortierchouinard2026gimbaldiffusion,
  title = {GimbalDiffusion: Gravity-Aware Camera Control for Video Generation},
  author = {Fortier-Chouinard, Fr{\'e}d{\'e}ric and Hold-Geoffroy, Yannick and Deschaintre, Valentin and Gadelha, Matheus and Lalonde, Jean-Fran{\c{c}}ois},
  booktitle = {European Conference on Computer Vision (ECCV)},
  year = {2026}
}