Metric for similarity between two point clouds

Hello everyone,
I am currently doing a project related to using point cloud in pytorch. My ultimate goal is that using the point cloud, I want to find an another point cloud that has similar features (not like pixel-wise). I saw some posts about using chamfer distance or cosine similarity. Could someone please recommend me some good ways of measuring similarities between two point clouds? Thank you!