Concept Learning

PEGAsus: 3D Personalization of Geometry and Appearance

Jingyu Hu, Bin Hu, Ka-Hei Hui, Haipeng Li, Zhengzhe Liu, Daniel Cohen-Or, Chi-Wing Fu

Conference SIGGRAPH 2026 Neural & Generative

3D Generation Personalization Text-to-3D Concept Learning Diffusion Model

PartComposer: Learning and Composing Part-Level Concepts from Single-Image Examples

Junyu Liu, R. Kenny Jones, Daniel Ritchie

Conference SIGGRAPH Asia 2025 Neural & Generative

Diffusion Model Concept Learning Mutual Information Image Generation Part Composition