Point Cloud

This work investigates scaling laws for PointNets and studies how improved training and scaling strategies affect 3D point-cloud understanding.

PointNet++ is one of the most influential neural architectures for point cloud understanding. Although its accuracy has been surpassed by recent networks such as PointMLP and Point Transformer, we find that much of the performance gain comes from …