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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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+
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+ # AffHandGen — Affordance-Guided Diffusion Priors
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+
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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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+
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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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+
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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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+
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+ Each directory also contains the exact `train.yml` used for training.
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+
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+ ## Usage
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+
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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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+ ```
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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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+
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+ ## Citation
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+
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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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+ ```