Cover Image

Deep Learning For Point Cloud Denoising: A Survey

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Chengwei, Zhang, Xueyi, Lao, Mingrui, Jiang, Tao, Xu, Xinhao, Li, Wenjie, Zhang, Fubo, Chen, Longyong
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A Survey of Deep Learning-based Point Cloud Denoising
by: Wang, Jinxi, et al.
Published: (2025)

Deep Learning-Based Point Cloud Registration: A Comprehensive Survey and Taxonomy
by: Zhang, Yu-Xin, et al.
Published: (2024)

Point-DAE: Denoising Autoencoders for Self-supervised Point Cloud Learning
by: Zhang, Yabin, et al.
Published: (2022)

A Survey of Label-Efficient Deep Learning for 3D Point Clouds
by: Xiao, Aoran, et al.
Published: (2023)

PAUL: Uncertainty-Guided Partition and Augmentation for Robust Cross-View Geo-Localization under Noisy Correspondence
by: Li, Zheng, et al.
Published: (2025)

Point Cloud Mamba: Point Cloud Learning via State Space Model
by: Zhang, Tao, et al.
Published: (2024)

Adaptive Dual-Weighted Gravitational Point Cloud Denoising Method
by: Zhang, Ge, et al.
Published: (2025)

Noise-Injected Spiking Graph Convolution for Energy-Efficient 3D Point Cloud Denoising
by: Li, Zikuan, et al.
Published: (2025)

PointSCNet: Point Cloud Structure and Correlation Learning Based on Space Filling Curve-Guided Sampling
by: Chen, Xingye, et al.
Published: (2022)

Advancements in Point Cloud Data Augmentation for Deep Learning: A Survey
by: Zhu, Qinfeng, et al.
Published: (2023)

Deep Learning for 3D Point Cloud Enhancement: A Survey
by: Quan, Siwen, et al.
Published: (2024)

Score-Based Point Cloud Denoising
by: Luo, Shitong, et al.
Published: (2021)

Diff$^2$I2P: Differentiable Image-to-Point Cloud Registration with Diffusion Prior
by: Mu, Juncheng, et al.
Published: (2025)

VS3R: Robust Full-frame Video Stabilization via Deep 3D Reconstruction
by: Zhu, Muhua, et al.
Published: (2026)

Deep Learning based Joint Geometry and Attribute Up-sampling for Large-Scale Colored Point Clouds
by: Zhang, Yun, et al.
Published: (2025)

Point Cloud Compression and Objective Quality Assessment: A Survey
by: Xu, Yiling, et al.
Published: (2025)

Point Cloud Denoising With Fine-Granularity Dynamic Graph Convolutional Networks
by: Xu, Wenqiang, et al.
Published: (2024)

FreePoint: Unsupervised Point Cloud Instance Segmentation
by: Zhang, Zhikai, et al.
Published: (2023)

PIS3R: Very Large Parallax Image Stitching via Deep 3D Reconstruction
by: Zhu, Muhua, et al.
Published: (2025)

Score-Based Multibeam Point Cloud Denoising
by: Ling, Li, et al.
Published: (2024)

Adaptive and Iterative Point Cloud Denoising with Score-Based Diffusion Model
by: Wang, Zhaonan, et al.
Published: (2025)

DG-PIC: Domain Generalized Point-In-Context Learning for Point Cloud Understanding
by: Jiang, Jincen, et al.
Published: (2024)

GeneOH Diffusion: Towards Generalizable Hand-Object Interaction Denoising via Denoising Diffusion
by: Liu, Xueyi, et al.
Published: (2024)

Deep Learning Reforms Image Matching: A Survey and Outlook
by: Zhang, Shihua, et al.
Published: (2025)

Advancing 3D Point Cloud Understanding through Deep Transfer Learning: A Comprehensive Survey
by: Sohail, Shahab Saquib, et al.
Published: (2024)

One Shot Learning for Edge Detection on Point Clouds
by: Tu, Zhikun, et al.
Published: (2026)

Rotation Perturbation Robustness in Point Cloud Analysis: A Perspective of Manifold Distillation
by: Xu, Xinyu, et al.
Published: (2024)

On Exploring PDE Modeling for Point Cloud Video Representation Learning
by: Huang, Zhuoxu, et al.
Published: (2024)

Towards Category Unification of 3D Single Object Tracking on Point Clouds
by: Nie, Jiahao, et al.
Published: (2024)

A Survey of Medical Point Cloud Shape Learning: Registration, Reconstruction and Variation
by: Zhang, Tongxu, et al.
Published: (2025)

Sparse Point Clouds Assisted Learned Image Compression
by: Jiang, Yiheng, et al.
Published: (2024)

GeoFormer: Learning Point Cloud Completion with Tri-Plane Integrated Transformer
by: Yu, Jinpeng, et al.
Published: (2024)

Hierarchical Feature Learning for Medical Point Clouds via State Space Model
by: Zhang, Guoqing, et al.
Published: (2025)

Noise2Score3D: Tweedie's Approach for Unsupervised Point Cloud Denoising
by: Wei, Xiangbin, et al.
Published: (2025)

PointGauss: Point Cloud-Guided Multi-Object Segmentation for Gaussian Splatting
by: Sun, Wentao, et al.
Published: (2025)

TripleMixer: A 3D Point Cloud Denoising Model for Adverse Weather
by: Zhao, Xiongwei, et al.
Published: (2024)

PIDS: Joint Point Interaction-Dimension Search for 3D Point Cloud
by: Zhang, Tunhou, et al.
Published: (2022)

Dual-Branch Center-Surrounding Contrast: Rethinking Contrastive Learning for 3D Point Clouds
by: Zhang, Shaofeng, et al.
Published: (2025)

Efficient Spiking Point Mamba for Point Cloud Analysis
by: Wu, Peixi, et al.
Published: (2025)

PointRWKV: Efficient RWKV-Like Model for Hierarchical Point Cloud Learning
by: He, Qingdong, et al.
Published: (2024)