Model reference · open weights
One-to-All-1.3b_2 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) | 2.2B |
| Runs with | diffusers |
| Released | 2025-11-23 |
| Popularity | 559 downloads / month |
| Licence | Open weights |
About
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
For detailed installation instructions, quick inference examples, and training scripts, please refer to the GitHub repository.
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-1-3b-2 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (one-to-all-1-3b-2 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-1-3b-2","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.