CS-Net: Contribution-based Sampling Network for Point Cloud Simplification

T Guo, C Chen, H Yuan, X Mao, R Hamzaoui… - arxiv preprint arxiv …, 2025 - arxiv.org
Point cloud sampling plays a crucial role in reducing computation costs and storage
requirements for various vision tasks. Traditional sampling methods, such as farthest point …

Enhancing Point Cloud Sampling Quality with Dual-Branch Fusion Networks

Y **, X Wang, M Hu, H Yu, Y Li, T Wang… - … on Systems, Man …, 2024 - ieeexplore.ieee.org
Task-oriented point cloud sampling methods have attracted considerable attention for their
ability to adaptively select important point sets based on downstream tasks, achieving an …