Compositional Generation

Separate-and-Enhance: Compositional Finetuning for Text-to-Image Diffusion Models

Zhipeng Bao, Yijun Li, Krishna Kumar Singh, Yu-Xiong Wang, Martial Hebert

Conference SIGGRAPH 2024 Neural & Generative
Diffusion Model Text-to-Image Compositional Generation Cross-Attention Finetuning

Canvas-to-Image: Compositional Image Generation with Multimodal Controls

Yusuf Dalva, Guocheng Gordon Qian, Maya Goldenberg, Tsai-Shien Chen, Kfir Aberman, Sergey Tulyakov, Pinar Yanardag, Kuan-Chieh Jackson Wang

Conference SIGGRAPH 2026 Neural & Generative
Diffusion Model Compositional Generation Text-to-Image Multimodal Control Personalization Pose Control

MultiAct: Text-to-Motion Generation from Composite Text via Tailored Attention Guidance

Nathan Sala, Ofir Abramovich, Ariel Shamir, Daniel Cohen-Or, Andreas Aristidou, Sigal Raab

Conference SIGGRAPH 2026 Animation & Simulation
Text-to-Motion Motion Generation Diffusion Model Cross-Attention Compositional Generation

BlobGEN-3D: Compositional 3D-Consistent Freeview Image Generation with 3D Blobs

Chao Liu, Weili Nie, Sifei Liu, Abhishek Badki, Hang Su, Morteza Mardani, Benjamin Eckart, Arash Vahdat

Conference meta-only SIGGRAPH Asia 2024 Neural & Generative
Diffusion Model Compositional Generation 3D Consistent Generation Novel View Synthesis

MALeR: Improving Compositional Fidelity in Layout-Guided Generation

Shivank Saxena, Dhruv Srivastava, Makarand Tapaswi

Journal SIGGRAPH Asia 2025 Neural & Generative
Layout-Guided Generation Text-To-Image Diffusion Models Compositional Generation Attribute Binding Latent Optimization Training-Free

Object-level Visual Prompts for Compositional Image Generation

Gaurav Parmar, Or Patashnik, Kuan-Chieh Wang, Daniil Ostashev, Srinivasa Narasimhan, Jun-Yan Zhu, Daniel Cohen-Or, Kfir Aberman

Conference SIGGRAPH Asia 2025 Neural & Generative
Diffusion Model Compositional Generation Visual Prompt Cross Attention Subject Personalization