Model reference · open weights
One-to-All is an open-weight video model from MochunniaN1. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.
Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.
What it is
| Released by | MochunniaN1 |
|---|---|
| Type | Video models |
| Task | Image→video |
| Parameters (lead) | 18.8B |
| Runs with | diffusers |
| Released | 2025-11-23 |
| Popularity | 529 downloads / month |
| Licence | Open weights |
About
This repository contains the model and code for the paper One-to-All Animation: Alignment-Free Character Animation and Image Pose Transfer.
This project aims to provide a unified framework for high-fidelity character animation and image pose transfer for references with arbitrary layouts, addressing limitations in existing diffusion models regarding spatially misaligned reference-pose pairs.
Our model can adapt a single reference image to various motion patterns, demonstrating flexible motion control capabilities.
The 1.3 B model also delivers strong performance (from 1.3b_2 ckpt).
Also support longer video & out-of-domain cases
Our project is based on opensora. Some codes are brought from StableAnimator and Wan-Animate. Thanks for their awesome works.
If you have any questions, please feel free to reach us at ssj180123@gmail.com
If you find our work helpful or inspiring, please feel free to cite it.
@article{shi2025one,
title={One-to-All Animation: Alignment-Free Character Animation and Image Pose Transfer},
author={Shi, Shijun and Xu, Jing and Li, Zhihang and Peng, Chunli and Yang, Xiaoda and Lu, Lijing and Hu, Kai and Zhang, Jiangning},
journal={arXiv preprint arXiv:2511.22940},
year={2025}
}
From the published model card. Full card on the HuggingFace links in the sidebar.
How it works
Using it via the API
Once AxForge deploys one-to-all for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (one-to-all below is illustrative; you get the exact model name on deployment.)
$ curl -sS https://api.axforge.ai/v1/videos/generations \
-H "Authorization: Bearer $AXFORGE_API_KEY" \
-H "Content-Type: application/json" \
-d '{"model":"one-to-all","prompt":"a drone shot over a forest"}'
Create an account — your API key is available in the console. 3M free tokens every 30 days with every new account.