Yunrui Zhu

Efficient Large-Scale Scene Point Cloud Upsampling with Implicit Neural Networks and Spatial Hashing

Point cloud upsampling is a critical challenge in 3D vision, particularly for large-scale, real-world data. We propose ASFNet, a novel implicit neural network-based approach that uniquely combines adaptive spatial feature representation with efficient spatial hashing. This method significantly impro…