Lepard: Learning partial point cloud matching in rigid and deformable scenes

Abstract

Figure 1. We propose a feature matching method for rigid (left) and deformable (right) point clouds that are captured by range sensors. Results shown are the initial alignment, the predicted matches (blue/red lines indicate inliers/outliers), and the registration results. Registration is done by RANSAC for rigid and non-rigid ICP for deformable.