Towards Semantic Segmentation of Urban-Scale 3D Point Clouds: A Dataset, Benchmarks and Challenges

7 September 2020

Papers citing "Towards Semantic Segmentation of Urban-Scale 3D Point Clouds: A Dataset, Benchmarks and Challenges"

46 / 46 papers shown

Title
Mind the Domain Gap: Measuring the Domain Gap Between Real-World and Synthetic Point Clouds for Automated Driving Development Nguyen Duc Yan-Ling Lai Patrick Madlindl X. X. Zhu Benedikt Schwab Olaf Wysocki L. Hoegner T. H. Kolbe 42 0 0 23 May 2025
The 2nd Place Solution from the 3D Semantic Segmentation Track in the 2024 Waymo Open Dataset Challenge Qing Wu 3DPC 383 0 0 06 Jan 2025
SAGD: Boundary-Enhanced Segment Anything in 3D Gaussian via Gaussian Decomposition Xu Hu Yuxi Wang Lue Fan Junsong Fan Junran Peng Zhen Lei Qing Li Zhaoxiang Zhang Zhaoxiang Zhang 3DGS 109 9 0 31 Jan 2024
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 87 56 0 11 Aug 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas Guibas Or Litany 3DPC 200 636 0 21 Jul 2020
DALES: A Large-scale Aerial LiDAR Data Set for Semantic Segmentation Nina M. Varney V. Asari Quinn Graehling 3DV 3DPC 50 145 0 14 Apr 2020
A2D2: Audi Autonomous Driving Dataset Jakob Geyer Y. Kassahun Mentar Mahmudi Xavier Ricou Rupesh Durgesh ... M. Sturm Oleksandr Vorobiov Martin Oelker Sebastian Garreis P. Schuberth 3DV 3DPC 71 385 0 14 Apr 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 86 357 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 71 458 0 31 Mar 2020
Toronto-3D: A Large-scale Mobile LiDAR Dataset for Semantic Segmentation of Urban Roadways W. Tan Nannan Qin Lingfei Ma Ying Li Jing Du Guorong Cai Ke Yang Jonathan Li 3DPC 59 198 0 18 Mar 2020
Learning to Segment 3D Point Clouds in 2D Image Space Yecheng Lyu Xinming Huang Ziming Zhang 3DPC 58 52 0 12 Mar 2020
SalsaNext: Fast, Uncertainty-aware Semantic Segmentation of LiDAR Point Clouds for Autonomous Driving Tiago Cortinhal G. Tzelepis E. Aksoy 3DPC 41 424 0 07 Mar 2020
SemanticPOSS: A Point Cloud Dataset with Large Quantity of Dynamic Instances Yancheng Pan Biao Gao Jilin Mei Sibo Geng Chengkun Li Huijing Zhao 3DV 3DPC 51 171 0 21 Feb 2020
Deep Learning for 3D Point Clouds: A Survey Yulan Guo Hanyun Wang Qingyong Hu Hao Liu Li Liu Bennamoun 3DPC 91 1,672 0 27 Dec 2019
LatticeNet: Fast Point Cloud Segmentation Using Permutohedral Lattices R. Rosu Peer Schütt Jan Quenzel Sven Behnke 3DPC 3DV 59 93 0 12 Dec 2019
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 119 2,877 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 92 1,499 0 25 Nov 2019
Argoverse: 3D Tracking and Forecasting with Rich Maps Ming-Fang Chang John Lambert Patsorn Sangkloy Jagjeet Singh Sławomir Bąk ... De Wang Peter Carr Simon Lucey Deva Ramanan James Hays 3DPC 137 1,294 0 06 Nov 2019
SalsaNet: Fast Road and Vehicle Segmentation in LiDAR Point Clouds for Autonomous Driving E. Aksoy Saimir Baci Selçuk Çavdar 3DPC 55 141 0 18 Sep 2019
DublinCity: Annotated LiDAR Point Cloud and its Applications S. M. J. Zolanvari Susana Ruano A. Rana Alan Cummins Rogério E. da Silva M. Rahbar A. Smolic 3DV 3DPC 49 91 0 06 Sep 2019
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics Zhiyuan Zhang Binh-Son Hua Sai-Kit Yeung 3DPC 79 348 0 17 Aug 2019
Revisiting Point Cloud Classification: A New Benchmark Dataset and Classification Model on Real-World Data Mikaela Angelina Uy Quang Pham Binh-Son Hua D. Nguyen Sai-Kit Yeung 3DV 3DPC 86 778 0 13 Aug 2019
Point-Voxel CNN for Efficient 3D Deep Learning Zhijian Liu Haotian Tang Chengyue Wu Song Han 3DPC 122 673 0 08 Jul 2019
Learning Object Bounding Boxes for 3D Instance Segmentation on Point Clouds Bo Yang Jianan Wang R. Clark Qingyong Hu Sen Wang Andrew Markham A. Trigoni 3DPC 127 327 0 04 Jun 2019
KPConv: Flexible and Deformable Convolution for Point Clouds Hugues Thomas C. Qi Jean-Emmanuel Deschaud B. Marcotegui F. Goulette Leonidas Guibas 3DPC 154 2,535 0 18 Apr 2019
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks Chris Choy JunYoung Gwak Silvio Savarese 3DPC 149 1,787 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 287 5,732 0 26 Mar 2019
PartNet: A Large-scale Benchmark for Fine-grained and Hierarchical Part-level 3D Object Understanding Kaichun Mo Shilin Zhu Angel X. Chang L. Yi Subarna Tripathi Leonidas Guibas Hao Su 3DPC 3DV 88 732 0 06 Dec 2018
VV-Net: Voxel VAE Net with Group Convolutions for Point Cloud Segmentation Hsien-Yu Meng Lin Gao Yu-kun Lai Tianyi Zhou 3DPC DRL 56 225 0 11 Nov 2018
PCN: Point Completion Network Wentao Yuan Tejas Khot David Held Christoph Mertz M. Hebert 3DPC 3DV 74 820 0 02 Aug 2018
Tangent Convolutions for Dense Prediction in 3D Maxim Tatarchenko Jaesik Park V. Koltun Qian-Yi Zhou 3DV 3DPC MDE 88 544 0 06 Jul 2018
Dynamic Graph CNN for Learning on Point Clouds Yue Wang Yongbin Sun Ziwei Liu Sanjay E. Sarma M. Bronstein Justin Solomon GNN 3DPC 255 6,138 0 24 Jan 2018
$PointCNN: Convolution On $\mathcal{X}$-Transformed Points$ PointCNN: Convolution On $\mathcal{X}$ -Transformed Points Yangyan Li Rui Bu Mingchao Sun Wei Wu Xinhan Di Baoquan Chen 3DPC 228 2,443 0 23 Jan 2018
Paris-Lille-3D: a large and high-quality ground truth urban point cloud dataset for automatic segmentation and classification Xavier Roynard Jean-Emmanuel Deschaud F. Goulette 3DPC 3DV 64 283 0 30 Nov 2017
3D Semantic Segmentation with Submanifold Sparse Convolutional Networks Benjamin Graham Martin Engelcke Laurens van der Maaten 3DPC 103 1,515 0 28 Nov 2017
Large-scale Point Cloud Semantic Segmentation with Superpoint Graphs Loic Landrieu M. Simonovsky GNN 3DPC 178 1,253 0 27 Nov 2017
VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection Yin Zhou Oncel Tuzel 3DPC 104 3,719 0 17 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 87 806 0 19 Oct 2017
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space C. Qi L. Yi Hao Su Leonidas Guibas 3DPC 3DV 346 11,105 0 07 Jun 2017
Semantic3D.net: A new Large-scale Point Cloud Classification Benchmark Timo Hackel Nikolay Savinov Lubor Ladicky Jan Dirk Wegner Konrad Schindler Marc Pollefeys 3DV PINN 3DPC 51 709 0 12 Apr 2017
ScanNet: Richly-annotated 3D Reconstructions of Indoor Scenes Angela Dai Angel X. Chang Manolis Savva Maciej Halber Thomas Funkhouser Matthias Nießner 3DPC 3DV 466 4,058 0 14 Feb 2017
Joint 2D-3D-Semantic Data for Indoor Scene Understanding Iro Armeni S. Sax Amir Zamir Silvio Savarese 3DV 3DPC 163 886 0 03 Feb 2017
SceneNet RGB-D: 5M Photorealistic Images of Synthetic Indoor Trajectories with Ground Truth J. McCormac Ankur Handa Stefan Leutenegger Andrew J. Davison 3DV 3DPC 56 125 0 15 Dec 2016
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 481 14,309 0 02 Dec 2016
Virtual Worlds as Proxy for Multi-Object Tracking Analysis Adrien Gaidon Qiao Wang Yohann Cabon E. Vig 75 1,073 0 20 May 2016
ShapeNet: An Information-Rich 3D Model Repository Angel X. Chang Thomas Funkhouser Leonidas Guibas Pat Hanrahan Qi-Xing Huang ... Shuran Song Hao Su Jianxiong Xiao L. Yi Feng Yu 3DV 162 5,524 0 09 Dec 2015