2 papers
cs.CV2026
SIMPC: Learning Self-Induced Mirror-Point Consistency for Unsupervised Point Cloud Denoising
Chengwei Zhang, Xueyi Zhang, Tao Jiang +4
In point clouds, noise directly perturbs point coordinates that encode both spatial location and geometry, making one-to-one correspondence construction more challenging than in im…
cs.CV2025
Deep Learning For Point Cloud Denoising: A Survey
Chengwei Zhang, Xueyi Zhang, Mingrui Lao +5
Real-world environment-derived point clouds invariably exhibit noise across varying modalities and intensities. Hence, point cloud denoising (PCD) is essential as a preprocessing s…