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+ ---
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+ license: other
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+ tags:
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+ - 3d
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+ - neural-fields
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+ - siren
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+ - hypernetwork
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+ - shape-generation
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+ ---
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+
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+ # Hypernetwork → Shape pipeline checkpoints
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+
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+ Trained models and processed data for image-to-3D experiments documented at
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+ **[BOB-THE-BUILDER-in/Hypernetwork](https://github.com/BOB-THE-BUILDER-in/Hypernetwork)**.
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+
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+ ## Contents
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+
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+ - `tier_essential.tar.gz` (1.98 GB) — anchors, autoencoder, mappers, results
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+ - `tier_data.tar.gz` (2.67 GB) — watertight meshes, SDF samples, image-SIRENs, shape-SIRENs
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+ - `tier_hypernets.tar.gz` (6.69 GB) — 100 trained hypernets (one per training shape)
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+
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+ ## Source
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+
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+ Mesh data derived from [Objaverse 1.0](https://objaverse.allenai.org/).
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+ Individual creators retain rights to original models.
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+
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+ ## Restore
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+
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+ See the GitHub repo's README for full restoration instructions.
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+
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+ ## Key results
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+
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+ - Direct weight prediction (264K-dim) at N=100 produces fragmented OOD predictions
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+ - Latent autoencoder compression to 128 dims rescues OOD generalization
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+ - Mapper from hypernet → 128-dim latent achieves MSE 1.4e-5 with 9M× scrambled-cond ratio