A comprehensive overview of deep learning techniques for 3D point cloud
classification and semantic segmentation

A comprehensive overview of deep learning techniques for 3D point cloud classification and semantic segmentation

20 May 2024

Sushmita Sarker

Alireza Tavakkoli

Javad Sattarvand

Papers citing "A comprehensive overview of deep learning techniques for 3D point cloud classification and semantic segmentation"

14 / 14 papers shown

Title
LidarMultiNet: Towards a Unified Multi-Task Network for LiDAR Perception Dongqiangzi Ye Zixiang Zhou Weijia Chen Yufei Xie Yu Wang Panqu Wang H. Foroosh 3DPC 75 86 0 19 Sep 2022
DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds R. Wiersma Ahmad Nasikun E. Eisemann Klaus Hildebrandt 3DPC 36 16 0 16 Nov 2021
PVT: Point-Voxel Transformer for Point Cloud Learning Cheng Zhang Haocheng Wan Xinyi Shen Zizhao Wu 3DPC ViT 46 83 0 13 Aug 2021
FPS-Net: A Convolutional Fusion Network for Large-Scale LiDAR Point Cloud Segmentation Aoran Xiao Xiaofei Yang Shijian Lu Dayan Guan Jiaxing Huang 3DPC 56 48 0 01 Mar 2021
The Hessigheim 3D (H3D) Benchmark on Semantic Segmentation of High-Resolution 3D Point Clouds and Textured Meshes from UAV LiDAR and Multi-View-Stereo Michael Kölle D. Laupheimer S. Schmohl Norbert Haala Franz Rottensteiner Jan Dirk Wegner H. Ledoux 3DPC 3DV 69 98 0 10 Feb 2021
PIG-Net: Inception based Deep Learning Architecture for 3D Point Cloud Segmentation Sindhu B. Hegde Shankar Gangisetty 3DPC 39 28 0 28 Jan 2021
PCT: Point cloud transformer Meng-Hao Guo Junxiong Cai Zheng-Ning Liu Tai-Jiang Mu Ralph Robert Martin Shimin Hu ViT 3DPC 114 1,599 0 17 Dec 2020
Sparse Single Sweep LiDAR Point Cloud Segmentation via Learning Contextual Shape Priors from Scene Completion Xu Yan Jiantao Gao Jie Li Ruimao Zhang Zhen Li Rui Huang Shuguang Cui 3DPC 51 266 0 07 Dec 2020
Campus3D: A Photogrammetry Point Cloud Benchmark for Hierarchical Understanding of Outdoor Scene Xinke Li Chongshou Li Zekun Tong A. Lim Junsong Yuan Yuwei Wu Jing Tang Raymond Huang 3DPC 63 56 0 11 Aug 2020
SRINet: Learning Strictly Rotation-Invariant Representations for Point Cloud Classification and Segmentation Xiao Sun Zheng Lian Jianguo Xiao 3DPC 50 97 0 06 Nov 2019
ConvPoint: Continuous Convolutions for Point Cloud Processing Alexandre Boulch 3DPC 95 240 0 04 Apr 2019
MeshNet: Mesh Neural Network for 3D Shape Representation Yutong Feng Yifan Feng Haoxuan You Xibin Zhao Yue Gao 3DV 3DH 44 303 0 28 Nov 2018
Monte Carlo Convolution for Learning on Non-Uniformly Sampled Point Clouds Pedro Hermosilla Tobias Ritschel Pere-Pau Vázquez À. Vinacua Timo Ropinski 3DPC 77 260 0 05 Jun 2018
Rotational Projection Statistics for 3D Local Surface Description and Object Recognition Yulan Guo Ferdous Sohel Bennamoun Min Lu Jianwei Wan 39 629 0 11 Apr 2013