In-Context Learning

DreamActor-M2: Universal Character Image Animation via Spatiotemporal In-Context Learning

Mingshuang Luo, Shuang Liang, Zhengkun Rong, Yuxuan Luo, Tianshu Hu, Ruibing Hou, Hong Chang, Yong Li, Yuan Zhang, Mingyuan Gao

Conference SIGGRAPH 2026 Image & Video
Character Image Animation In-Context Learning Video Diffusion Model Motion Transfer Pose-Free Animation

Just-Dub-It: Video dubbing via Joint Audio-Visual Diffusion

Anthony Chen, Naomi Ken Korem, Gal Zeevi, Tavi Halperin, Matan Ben Yosef, Urska Jelercic, Ofir Bibi, Or Patashnik, Daniel Cohen-Or

Conference SIGGRAPH 2026 Image & Video
Video Dubbing Audio-Visual Generation Diffusion Model LoRA Lip Synchronization In-Context Learning

VFXMaster: Unlocking Dynamic Visual Effect Generation via In-Context Learning

Baolu Li, Yiming Zhang, Qinghe Wang, Liqian Ma, Xiaoyu Shi, Xintao Wang, Pengfei Wan, Zhenfei Yin, Yunzhi Zhuge, Huchuan Lu, Xu Jia

Conference SIGGRAPH 2026 Neural & Generative
Video Generation Visual Effects In-Context Learning Diffusion Model Image-to-Video

In-Context Brush: Zero-shot Customized Subject Insertion with Context-Aware Latent Space Manipulation

Yu Xu, Fan Tang, You Wu, Lin Gao, Oliver Deussen, Hongbin Yan, Jintao Li, Juan Cao, Tong-Yee Lee

Conference SIGGRAPH Asia 2025 Neural & Generative
Subject Insertion Image Customization In-Context Learning Diffusion Transformer Training-Free Editing Attention Manipulation Zero-Shot Generation