MeshArt: Generating Articulated Meshes with Structure-Guided Transformers
Daoyi Gao, Yawar Siddiqui, Lei Li, Angela Dai
2025Year
19Top-tier citations
Abstract
Figure 1. MeshArt creates articulated 3D objects hierarchically, part-by-part with transformers by first generating high-level object structures endowed with articulations (left) and then predicting triangle mesh faces for each part (right) with structure and local connectivity guidance. Our mesh generations have clean and compact triangulations and can be animated at different articulation states.
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Install the CLIlune papers fulltext 23ee63df-145f-4f5b-9b69-9fc3b07f14b1Cited by top-tier papers19
- Particulate: Feed-Forward 3D Object ArticulationRuining Li, Yuxin Yao, Chuanxia Zheng, Christian Rupprecht et al.CVPR 2026 · 22 citations
- ART: Articulated Reconstruction TransformerZizhang Li, Cheng Zhang, Zhengqin Li, Henry Howard-Jenkins et al.CVPR 2026 · 12 citations
- LottieGPT: Tokenizing Vector Animation for Autoregressive GenerationJunhao Chen, Kejun Gao, Yuehan Cui, Mingze Sun et al.CVPR 2026 · 10 citations
- Guiding Diffusion-Based Articulated Object Generation by Partial Point Cloud Alignment and Physical Plausibility ConstraintsJens U. Kreber, Joerg StuecklerICCV 2025 · 7 citations
- SPARK: Sim-ready Part-level Articulated Reconstruction with VLM KnowledgeYumeng He, Ying Jiang, Jiayin Lu, Yin Yang et al.CVPR 2026 · 6 citations
Builds on21
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- 3D Shape Generation and Completion through Point-Voxel DiffusionLinqi Zhou, Yilun Du, Jiajun WuICCV 2021 · 681 citations
- PolyGen: An Autoregressive Generative Model of 3D MeshesCharlie Nash, Yaroslav Ganin, S. M. Ali Eslami, Peter W. BattagliaICML 2020 · 339 citations
- HyperDiffusion: Generating Implicit Neural Fields with Weight-Space DiffusionZiya Erkoç, Fangchang Ma, Qi Shan, Matthias Nießner et al.ICCV 2023 · 174 citations
- MeshXL: Neural Coordinate Field for Generative 3D Foundation ModelsSijin Chen, Xin Chen, Anqi Pang, Xianfang Zeng et al.NeurIPS 2024 · 125 citations
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