Figure 1: We present PCAsplat, a geometric regularization of Gaussian splatting that aligns Gaus-
sians with surfaces through differentiable local PCA. Compared with current methods, PCAsplat
substantially reduces floaters (left) and produces cleaner point clouds with better surface coverage
(center). This improved point-cloud enables downstream tasks such as instance segmentation (right).