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Efficient Part-level 3D Object Generation via Dual Volume Packing

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Recent progress in 3D object generation has greatly improved both the quality and efficiency. However, most existing methods generate a single mesh with all parts fused together, which limits the ability to edit or manipulate individual parts. A key challenge is that different objects may have a varying number of parts. To address this, we propose a new end-to-end framework for part-level 3D object generation. Given a single input image, our method generates high-quality 3D objects with an arbitrary number of complete and semantically meaningful parts. We introduce a dual volume packing strategy that organizes all parts into two complementary volumes, allowing for the creation of complete and interleaved parts that assemble into the final object. Experiments show that our model achieves better quality, diversity, and generalization than previous image-based part-level generation methods.

Jiaxiang Tang, Ruijie Lu, Zhaoshuo Li, Zekun Hao, Xuan Li, Fangyin Wei, Shuran Song, Gang Zeng, Ming-Yu Liu, Tsung-Yi Lin• 2025

Related benchmarks

TaskDatasetResultRank
Part-level 3D GenerationPart-level generation evaluation set (test)
CD0.1654
6
Part-Composed 3D Object GenerationABO (randomly sampled 100 objects)
Self-IoU0.0119
4
Part-Composed 3D Object GenerationPartObjaverse Tiny
Self-IoU1.2
4
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