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Low Poly LoRA (rank 32, 5000 steps) + model card, sample
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---
license: other
license_name: minimax-h3-community-license
license_link: https://huggingface.co/MiniMaxAI/MiniMax-H3/blob/main/LICENSE
base_model: MiniMaxAI/MiniMax-H3
base_model_relation: adapter
pipeline_tag: image-text-to-video
tags:
- lora
- video
- text-to-video
- low-poly
- retro
- 3d
- 90s
- style
- minimax-h3
---
# Low Poly — retro low-poly 3D for MiniMax H3
A style LoRA (rank 32) that renders MiniMax H3 footage as late-90s console-era
3D — faceted low-poly geometry, flat-shaded surfaces, chunky texture pixels,
and a bright, saturated palette. H3 trains audio jointly, so dialogue and
ambience come through with the picture.
This repo hosts the weights for the **fal endpoint**, which is the supported
way to use this style — the endpoint applies the tuned trigger phrasing and
settings server-side:
> `minimax/h3-max/lora-gallery/low-poly` on [fal.ai](https://fal.ai)
<video controls playsinline width="720" src="https://huggingface.co/KennethFal/low-poly-lora-minimax-h3/resolve/main/samples/used-car-ad.mp4"></video>
*Raw single take at 768P / 4:3, picture and voice generated together in one
pass — no cherry-picking.*
## Files
| file | what |
|---|---|
| [`low-poly.safetensors`](./low-poly.safetensors) | the LoRA, rank 32, 5,000 steps |
| [`samples/used-car-ad.mp4`](./samples/used-car-ad.mp4) | the example clip above |
## Training
Trained with fal's MiniMax H3 t2v trainer (rank 32, 5,000 steps, 4:3, joint
video+audio objective) on a small hand-curated set of 52 three-second clips of
native low-poly-era console gameplay captured losslessly at 4:3, each clip
human-reviewed for style before inclusion. The 5,000-step checkpoint was
chosen over its 3k/8k/10k siblings by building a complete six-scene practical
showcase and a 15-second trailer with it and comparing real-world results.
## License
Adapter weights for [MiniMaxAI/MiniMax-H3](https://huggingface.co/MiniMaxAI/MiniMax-H3),
distributed under the
[MiniMax H3 Community License](https://huggingface.co/MiniMaxAI/MiniMax-H3/blob/main/LICENSE).