Unsupervised Learning

Unsupervised Learning of Robust Spectral Shape Matching

Dongliang Cao, Paul Roetzer, Florian Bernard

Journal SIGGRAPH 2023 Geometry & Modeling
Shape Matching Functional Maps Unsupervised Learning Shape Correspondence Deep Learning

DAE-Net: Deforming Auto-Encoder for fine-grained shape co-segmentation

Zhiqin Chen, Qimin Chen, Hang Zhou, Hao Zhang

Conference SIGGRAPH 2024 Geometry & Modeling
Shape Segmentation Co-Segmentation Autoencoder Neural Implicit Unsupervised Learning

Semantically Consistent Text-to-Motion with Unsupervised Styles

Linjun Wu, Xiangjun Tang, Jingyuan Cong, He Wang, Bo Hu, Xu Gong, Songnan Li, Yuchen Liao, Yiqian Wu, Chen Liu, Xiaogang Jin

Conference meta-only SIGGRAPH 2025 Animation & Simulation
Text-to-Motion Motion Stylization Diffusion Model Unsupervised Learning Semantic Consistency

Unsupervised Decomposition of 3D Shapes into Expressive and Editable Extruded Profile Primitives

Chunyi Sun, Junlin Han, Runjia Li, Weijian Deng, Dylan Campbell, Stephen Gould

Conference meta-only SIGGRAPH 2025 Geometry & Modeling
Shape Decomposition Primitive Fitting Unsupervised Learning Extrusion CAD Modeling

Compositional Neural Textures

Peihan Tu, Li-Yi Wei, Matthias Zwicker

Conference SIGGRAPH Asia 2024 Neural & Generative
Texture Editing Compositional Representation Unsupervised Learning 3D Gaussian Splatting Autoencoder