Ryo Umagami

Intend to Move: A Multimodal Dataset for Intention-Aware Human Motion Understanding

Human motion is inherently intentional, yet most motion modeling paradigms focus on low-level kinematics, overlooking the semantic and causal factors that drive behavior. Existing datasets further limit progress: they capture short, decontextualized actions in static scenes, providing little groundi…