Most existing point cloud upsampling methods have roughly three steps: feature extraction, feature expansion and 3D coordinate prediction. However, they usually suffer from two critical issues: (1) ...

The position of each token in a sequence is encoded using the following formula and then added on top of the token's embedding vector. $$PE_{(pos, 2i)} = sin(pos ...