Presentation
Uni-Inter Unifying 3D Human Motion Synthesis Across Diverse Interaction Contexts
DescriptionWe present Uni-Inter, a unified framework for human motion generation that supports a wide range of interaction scenarios—including human-human, human-object, and human-scene—within a single, task-agnostic architecture. In contrast to existing methods that rely on task-specific designs and exhibit limited generalization, Uni-Inter introduces the Unified Interactive Volume (UIV), a volumetric representation that encodes heterogeneous interactive entities into a shared spatial field. This enables consistent relational reasoning and compound interaction modeling. Motion generation is formulated as joint-wise probabilistic prediction over the UIV, allowing the model to capture fine-grained spatial dependencies and produce coherent, context-aware behaviors. Experiments across three representative interaction tasks demonstrate that Uni-Inter achieves competitive performance and generalizes well to novel combinations of entities. These results suggest that unified modeling of compound interactions offers a promising direction for scalable motion synthesis in complex environments. Additionally, our code will be open-sourced in the future to support further research and development in this area.
Event Type
Technical Papers
TimeThursday, 18 December 202511:12am - 11:23am HKT
LocationMeeting Room S221, Level 2