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Visibility Decomposition Benchmark

Benchmark dataset of diverse 3D meshes for evaluating convex decomposition methods. Used by visibility-decomposition to compare visibility-based decomposition against V-HACD and CoACD.

Dataset Composition

Subset Meshes Format Description
CoACD Examples 5 .obj Smoke-test meshes from the CoACD repo
ArtVIP 528 .obj Per-link meshes from 205 articulated objects across 5 categories
SceneSmith 500 .glb Stratified sample of generated objects from SceneSmith scenes

Total: 1,033 meshes

Directory Structure

coacd_examples/{object_name}/original.obj
artvip/{category}/{object_name}/{link_name}/original.obj
scenesmith/{category}/{object_name}/original.glb
manifest.json

Usage

git clone https://github.com/wernerpe/visibility-decomposition
cd visibility-decomposition
python scripts/download_benchmark_dataset.py
python scripts/run_benchmark.py

Acknowledgments

ArtVIP

The articulated object meshes are derived from the ArtVIP dataset (Apache License 2.0).

Zhao Jin, Zhengping Che, Tao Li, Zhen Zhao, Kun Wu, Yuheng Zhang, Yinuo Zhao, Zehui Liu, Qiang Zhang, Xiaozhu Ju, Jing Tian, Yousong Xue, Jian Tang. ArtVIP: Articulated Digital Assets of Visual Realism, Modular Interaction, and Physical Fidelity for Robot Learning. 2025.

SceneSmith

The generated object meshes are from scenes produced by SceneSmith, sourced from scenesmith-example-scenes. Preprocessed ArtVIP assets used by SceneSmith are available at scenesmith-preprocessed-data.

CoACD

The CoACD example meshes are from the CoACD repository.

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