Add AnimeLoom organization card
Browse files
README.md
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---
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title: AnimeLoom
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short_description: Open anime character LoRAs and tools for the AnimeLoom text-to-anime-video pipeline.
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---
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# AnimeLoom
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**Open-source character LoRAs and tooling for face-consistent anime video generation.**
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AnimeLoom is a text-to-anime-video pipeline focused on the hardest part of long-form
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anime generation: **keeping the same character's face the same across every shot.**
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This organization hosts the character LoRAs used by the
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[AnimeLoom pipeline](https://github.com/JoelJohnsonThomas/AnimeLoom) on GitHub.
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---
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## Character LoRAs
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| Character | Series | Repo |
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|-----------|--------|------|
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| Sakura Haruno | Naruto | [AnimeLoom/sakura-haruno](https://huggingface.co/AnimeLoom/sakura-haruno) |
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| Denji | Chainsaw Man | [AnimeLoom/denji](https://huggingface.co/AnimeLoom/denji) |
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| Yuki Nagato | The Melancholy of Haruhi Suzumiya | [AnimeLoom/yuki-nagato](https://huggingface.co/AnimeLoom/yuki-nagato) |
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Every LoRA ships **two adapters** in one repo:
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- `sdxl/` β for [Animagine XL 3.1](https://huggingface.co/cagliostrolab/animagine-xl-3.1), used by AnimeLoom's identity-keyframe stage
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- `sd15/` β for [DreamShaper 8](https://huggingface.co/Lykon/dreamshaper-8), for lightweight AnimateDiff workflows
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All adapters are LoRA rank 32, trained with [PEFT](https://huggingface.co/docs/peft).
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---
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## The pipeline
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AnimeLoom is a Director-Orchestrated pipeline that turns a text story into a
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multi-shot anime video with consistent character identity.
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```
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text story
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β
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Story Decomposer (Gemini β Claude) β shot script
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β
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SDXL + character LoRA + IP-Adapter β identity keyframe per shot (Phase 2)
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β
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Wan2.2 I2V β motion driving clip (Phase 3a)
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β
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Wan2.2-Animate face-lock β face from keyframe pasted
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onto motion clip (Phase 3b)
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β
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RIFE + Real-ESRGAN + GFPGAN β temporal/spatial upscale,
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anime face restore (Phase 4)
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β
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Cross-dissolve assembly β final 24fps video
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```
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### Why face-lock matters
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The "Animate" stage at Phase 3b is the moat. Per
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[community testing](https://apatero.com/blog/wan22-animate-14b-character-animation-guide-2025),
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Wan2.2-Animate-14B achieves an **89% usable rate** versus AnimateDiff's 71% and
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commercial APIs' ~78%. Combined with character-specific LoRAs trained for the
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SDXL identity stage, AnimeLoom can keep a character recognizably "themselves"
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across every shot of a multi-shot scene β the part most open-source pipelines
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struggle with.
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---
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## Quick start
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Train your own character LoRA, or use one from this org:
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```python
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import torch
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from diffusers import StableDiffusionXLPipeline
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from peft import PeftModel
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pipe = StableDiffusionXLPipeline.from_pretrained(
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"cagliostrolab/animagine-xl-3.1",
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torch_dtype=torch.float16,
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).to("cuda")
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# Load any AnimeLoom character LoRA
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pipe.unet = PeftModel.from_pretrained(
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pipe.unet,
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"AnimeLoom/sakura-haruno", # or AnimeLoom/denji, AnimeLoom/yuki-nagato
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subfolder="sdxl",
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)
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img = pipe(
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"1girl, sakura haruno, pink hair, cherry blossom forest, anime, masterpiece",
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num_inference_steps=28,
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guidance_scale=6.5,
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height=1024, width=1024,
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).images[0]
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img.save("out.png")
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```
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For the full text-to-video pipeline, see the
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[AnimeLoom RunPod notebook](https://github.com/JoelJohnsonThomas/AnimeLoom/blob/main/notebooks/AnimeLoom_RunPod.ipynb).
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---
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## License
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All character LoRAs in this org are released under
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[OpenRAIL++](https://huggingface.co/spaces/CompVis/stable-diffusion-license),
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inheriting from their base models (Animagine XL 3.1 / DreamShaper 8).
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The AnimeLoom pipeline code on GitHub is MIT licensed.
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---
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## Contributing
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Want to add a character? The training script is in
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[`agents/character/trainer.py`](https://github.com/JoelJohnsonThomas/AnimeLoom/tree/main/agents/character).
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Recommended dataset: 15-30 clean anime reference images of the character at
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512 or 1024 resolution.
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Issues, PRs, and new character requests: [GitHub Issues](https://github.com/JoelJohnsonThomas/AnimeLoom/issues).
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---
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## Links
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- π **GitHub**: [JoelJohnsonThomas/AnimeLoom](https://github.com/JoelJohnsonThomas/AnimeLoom)
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- π¦ **Pipeline notebook**: [AnimeLoom_RunPod.ipynb](https://github.com/JoelJohnsonThomas/AnimeLoom/blob/main/notebooks/AnimeLoom_RunPod.ipynb)
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- π€ **All models**: [huggingface.co/AnimeLoom](https://huggingface.co/AnimeLoom)
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