SFPNet: Sparse Focal Point Network for Semantic Segmentation on General LiDAR Point Clouds

16 July 2024

ArXiv (abs)PDF HTML Github (92★)

Papers citing "SFPNet: Sparse Focal Point Network for Semantic Segmentation on General LiDAR Point Clouds"

38 / 38 papers shown

Title
Multimodality Helps Few-shot 3D Point Cloud Semantic Segmentation Zhaochong An Guolei Sun Yun Liu Runjia Li Min Wu Ming-Ming Cheng Ender Konukoglu Serge Belongie 128 8 0 29 Oct 2024
FRNet: Frustum-Range Networks for Scalable LiDAR Segmentation Xiang Xu Lingdong Kong Hui Shuai Qingshan Liu 3DPC 103 27 0 07 Dec 2023
UniSeg: A Unified Multi-Modal LiDAR Segmentation Network and the OpenPCSeg Codebase You-Chen Liu Runnan Chen Xin Li Lingdong Kong Yuchen Yang ... Xinge Zhu Yuexin Ma Yikang Li Yu Qiao Yuenan Hou 3DPC 3DV 85 52 0 11 Sep 2023
Rethinking Range View Representation for LiDAR Segmentation Lingdong Kong You-Chen Liu Runnan Chen Yuexin Ma Xinge Zhu Yikang Li Yuenan Hou Yu Qiao Ziwei Liu 3DPC 100 121 0 09 Mar 2023
Using a Waffle Iron for Automotive Point Cloud Semantic Segmentation Gilles Puy Alexandre Boulch Renaud Marlet 3DPC 73 38 0 24 Jan 2023
LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds Minghua Liu Yin Zhou C. Qi Boqing Gong Hao Su Drago Anguelov 3DPC 82 59 0 14 Oct 2022
Point Transformer V2: Grouped Vector Attention and Partition-based Pooling Xiaoyang Wu Yixing Lao Li Jiang Xihui Liu Hengshuang Zhao 3DPC ViT 110 397 0 11 Oct 2022
LaserMix for Semi-Supervised LiDAR Semantic Segmentation Lingdong Kong Jiawei Ren Liang Pan Ziwei Liu 77 83 0 30 Jun 2022
Point-to-Voxel Knowledge Distillation for LiDAR Semantic Segmentation Yuenan Hou Xinge Zhu Yuexin Ma Chen Change Loy Yikang Li 3DPC 97 166 0 05 Jun 2022
Stratified Transformer for 3D Point Cloud Segmentation Xin Lai Jianhui Liu Li Jiang Liwei Wang Hengshuang Zhao Shu Liu Xiaojuan Qi Jiaya Jia 3DPC ViT 114 274 0 28 Mar 2022
Focal Modulation Networks Jianwei Yang Chunyuan Li Xiyang Dai Lu Yuan Jianfeng Gao 3DPC 92 275 0 22 Mar 2022
PandaSet: Advanced Sensor Suite Dataset for Autonomous Driving Pengchuan Xiao Zhenlei Shao Steven Hao Zishuo Zhang Xiaolin Chai ... Jian Wu Kai Sun Kun Jiang Yunlong Wang Diange Yang 3DV 3DPC 62 190 0 23 Dec 2021
Guided Point Contrastive Learning for Semi-supervised Point Cloud Semantic Segmentation Li Jiang Shaoshuai Shi Zhuotao Tian Xin Lai Shu Liu Chi-Wing Fu Jiaya Jia SSL 3DPC 180 118 0 15 Oct 2021
Voxel Transformer for 3D Object Detection Jiageng Mao Yujing Xue Minzhe Niu Haoyue Bai Jiashi Feng Xiaodan Liang Hang Xu Chunjing Xu 3DPC ViT 75 413 0 06 Sep 2021
FAST-LIO2: Fast Direct LiDAR-inertial Odometry Wei Xu Yixi Cai Dongjiao He Jiarong Lin Fu Zhang 46 878 0 14 Jul 2021
Focal Self-attention for Local-Global Interactions in Vision Transformers Jianwei Yang Chunyuan Li Pengchuan Zhang Xiyang Dai Bin Xiao Lu Yuan Jianfeng Gao ViT 80 435 0 01 Jul 2021
SuMa++: Efficient LiDAR-based Semantic SLAM Xieyuanli Chen Andres Milioto Andres Milioto Emanuele Palazzolo Philippe Giguère Jens Behley C. Stachniss 90 442 0 24 May 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 463 21,564 0 25 Mar 2021
RPVNet: A Deep and Efficient Range-Point-Voxel Fusion Network for LiDAR Point Cloud Segmentation Jianyun Xu Ruixiang Zhang Jian Dou Yushi Zhu Jie Sun Shiliang Pu 3DPC 82 263 0 24 Mar 2021
(AF)2-S3Net: Attentive Feature Fusion with Adaptive Feature Selection for Sparse Semantic Segmentation Network Ran Cheng Ryan Razani E. Taghavi Enxu Li Bingbing Liu 3DPC 197 246 0 08 Feb 2021
AMVNet: Assertion-based Multi-View Fusion Network for LiDAR Semantic Segmentation Venice Erin Liong Thi Ngoc Tho Nguyen S. Widjaja Dhananjai Sharma Z. J. Chong 3DPC 195 114 0 09 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 69 272 0 07 Dec 2020
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation Xinge Zhu Hui Zhou Tai Wang Fangzhou Hong Yuexin Ma Wei Li Hongsheng Li Dahua Lin 3DPC 74 540 0 19 Nov 2020
SqueezeSegV3: Spatially-Adaptive Convolution for Efficient Point-Cloud Segmentation Chenfeng Xu Bichen Wu Zining Wang Wei Zhan Peter Vajda Kurt Keutzer Masayoshi Tomizuka 3DPC 94 357 0 03 Apr 2020
PolarNet: An Improved Grid Representation for Online LiDAR Point Clouds Semantic Segmentation Yang Zhang Zixiang Zhou P. David Xiangyu Yue Zerong Xi Boqing Gong H. Foroosh 3DPC 79 460 0 31 Mar 2020
Scalability in Perception for Autonomous Driving: Waymo Open Dataset Pei Sun Henrik Kretzschmar Xerxes Dotiwalla Aurelien Chouard Vijaysai Patnaik ... Shuyang Cheng Yu Zhang Jonathon Shlens Zhifeng Chen Dragomir Anguelov 139 2,902 0 10 Dec 2019
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds Qingyong Hu Bo Yang Linhai Xie Stefano Rosa Yulan Guo Zhihua Wang A. Trigoni Andrew Markham 3DPC 106 1,503 0 25 Nov 2019
SalsaNet: Fast Road and Vehicle Segmentation in LiDAR Point Clouds for Autonomous Driving E. Aksoy Saimir Baci Selçuk Çavdar 3DPC 66 142 0 18 Sep 2019
KPConv: Flexible and Deformable Convolution for Point Clouds Hugues Thomas C. Qi Jean-Emmanuel Deschaud B. Marcotegui F. Goulette Leonidas Guibas 3DPC 169 2,541 0 18 Apr 2019
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks Chris Choy JunYoung Gwak Silvio Savarese 3DPC 167 1,792 0 18 Apr 2019
nuScenes: A multimodal dataset for autonomous driving Holger Caesar Varun Bankiti Alex H. Lang Sourabh Vora Venice Erin Liong Qiang Xu Anush Krishnan Yuxin Pan G. Baldan Oscar Beijbom 3DPC 301 5,779 0 26 Mar 2019
SqueezeSegV2: Improved Model Structure and Unsupervised Domain Adaptation for Road-Object Segmentation from a LiDAR Point Cloud Bichen Wu Xuanyu Zhou Sicheng Zhao Xiangyu Yue Kurt Keutzer 3DPC 63 622 0 22 Sep 2018
Tangent Convolutions for Dense Prediction in 3D Maxim Tatarchenko Jaesik Park V. Koltun Qian-Yi Zhou 3DV 3DPC MDE 91 545 0 06 Jul 2018
3D Semantic Segmentation with Submanifold Sparse Convolutional Networks Benjamin Graham Martin Engelcke Laurens van der Maaten 3DPC 108 1,517 0 28 Nov 2017
SqueezeSeg: Convolutional Neural Nets with Recurrent CRF for Real-Time Road-Object Segmentation from 3D LiDAR Point Cloud Bichen Wu Alvin Wan Xiangyu Yue Kurt Keutzer 3DPC 90 806 0 19 Oct 2017
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 426 10,531 0 21 Jul 2016
Gaussian Error Linear Units (GELUs) Dan Hendrycks Kevin Gimpel 174 5,042 0 27 Jun 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,378 0 18 May 2015