Hyper^2: Unleashing Hyperbolic Geometry's Full Potential via Dual-Space Consistency

Guantian Zheng, Haiyang Xu, Tianyu Gao

HyperbolicCD pioneered hyperbolic geometry for point cloud completion by replacing the Euclidean Chamfer distance with arcosh(1+alpha||x-y||^2), but the reported gains are modest (…