Deep Learning for 3D Point Cloud Enhancement: A Survey. - Siwen Quan; Junhao Yu; Ziming Nie; Muze Wang; Sijia Feng; Pei An; Jiaqi Yang 002 (CoRR, 2024)

SPU-IMR: Self-supervised Arbitrary-scale Point Cloud Upsampling via Iterative Mask-recovery Network. - Ziming Nie; Qiao Wu; Chenlei Lv; Siwen Quan; Zhaoshuai Qi; Muze Wang; Jiaqi Yang 002 (AAAI, 2025)

Pre-training meets iteration: Learning for robust 3D point cloud denoising. - Siwen Quan; Hebin Zhao; Zhao Zeng; Ziming Nie; Jiaqi Yang 002 (Pattern Recognit. Lett., 2025)