Suzuki Naru commited on
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README.md
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---
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license: mit
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tags:
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- 3d-hand-reconstruction
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- diffusion
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- hand-object-interaction
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---
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# AffHandGen — Affordance-Guided Diffusion Priors
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Diffusion prior checkpoints for **"Affordance-Guided Diffusion Prior for 3D Hand
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Reconstruction"** (arXiv:2510.00506).
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The priors generate MANO hand poses conditioned on affordance text descriptions
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(DistilBERT) and image features (HaMeR ViT), and are used for test-time
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refinement of 3D hand reconstructions under occlusion.
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| File | Trained on | Used for |
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|---|---|---|
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| `hog/ckpt_best.pth` | HOGraspNet (S1 train) | Table 1 HOGraspNet rows |
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| `ho3d/ckpt_best.pth` | HO3D | Table 1 HO3D rows |
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Each directory also contains the exact `train.yml` used for training.
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## Usage
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See the [code repository](https://github.com/narudesuyo/AffHandGen) —
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`docs/REPRODUCING.md` describes the full reproduction procedure. Place the
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checkpoints at:
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```
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output/exp/hog/uniaff_cond_20260228_v1/ckpt_best.pth
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output/exp/ho3d/20260227_v1/ckpt_best.pth
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```
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## Citation
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```bibtex
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@article{suzuki2025affordance,
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title={Affordance-Guided Diffusion Prior for 3D Hand Reconstruction},
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author={Suzuki, Naru and Ohkawa, Takehiko and Banno, Tatsuro and Lee, Jihyun and Furuta, Ryosuke and Sato, Yoichi},
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journal={arXiv preprint arXiv:2510.00506},
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year={2025}
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}
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```
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