2026
Scalable and Differentiable Point-Cloud Registration Using Maximum Mean Discrepancy
ICML 2026poster
We present MMD-Reg, a novel correspondence-free approach to point-cloud registration that is differentiable and has linear computational complexity in the number of points. We model registration as a nonlinear least-squares problem based on the Maximum Mean Discrepancy, approximated using random Fou…