2026
Sparkle: A Robust and Versatile Representation for Point Cloud-based Human Motion Capture
ICLR 2026poster
Point cloud-based motion capture leverages rich spatial geometry and privacy-preserving sensing, but learning robust representations from noisy, unstructured point clouds remains challenging. Existing approaches face a struggle trade-off between point-based methods (geometrically detailed but noisy)…