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Towards Semantic Segmentation of Urban-Scale 3D Point Clouds: A Dataset,
  Benchmarks and Challenges
v1v2v3 (latest)

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

Computer Vision and Pattern Recognition (CVPR), 2020
7 September 2020
Qingyong Hu
Bo Yang
Sheikh Khalid
W. Xiao
A. Trigoni
Andrew Markham
    3DPC
ArXiv (abs)PDFHTMLGithub (533★)

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

50 / 72 papers shown
OpenUrban3D: Annotation-Free Open-Vocabulary Semantic Segmentation of Large-Scale Urban Point Clouds
OpenUrban3D: Annotation-Free Open-Vocabulary Semantic Segmentation of Large-Scale Urban Point Clouds
Chongyu Wang
Kunlei Jing
J. Zhu
Di Wang
3DPC
196
0
0
13 Sep 2025
Towards scalable organ level 3D plant segmentation: Bridging the data algorithm computing gap
Towards scalable organ level 3D plant segmentation: Bridging the data algorithm computing gap
Ruiming Du
Guangxun Zhai
Tian Qiu
Yu Jiang
3DV
126
0
0
08 Sep 2025
EarthCrafter: Scalable 3D Earth Generation via Dual-Sparse Latent Diffusion
EarthCrafter: Scalable 3D Earth Generation via Dual-Sparse Latent Diffusion
Shang Liu
Chenjie Cao
Chaohui Yu
Wen Qian
Jing Wang
Fan Wang
3DGS
244
0
0
22 Jul 2025
Geo-Registration of Terrestrial LiDAR Point Clouds with Satellite Images without GNSS
Geo-Registration of Terrestrial LiDAR Point Clouds with Satellite Images without GNSS
Xinyu Wang
Muhammad Ibrahim
Haitian Wang
A. Mansoor
Xiuping Jia
Ajmal Mian
3DPC
162
1
0
08 Jul 2025
GOBench: Benchmarking Geometric Optics Generation and Understanding of MLLMs
GOBench: Benchmarking Geometric Optics Generation and Understanding of MLLMs
X. Zhu
Ziheng Jia
Jiarui Wang
Xiangyu Zhao
Haodong Duan
Xiongkuo Min
Jia Wang
Zicheng Zhang
Guangtao Zhai
EGVMVLM
313
2
0
01 Jun 2025
Mind the Domain Gap: Measuring the Domain Gap Between Real-World and Synthetic Point Clouds for Automated Driving Development
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
233
1
0
23 May 2025
HAECcity: Open-Vocabulary Scene Understanding of City-Scale Point Clouds with Superpoint Graph Clustering
HAECcity: Open-Vocabulary Scene Understanding of City-Scale Point Clouds with Superpoint Graph Clustering
Alexander Rusnak
Frédéric Kaplan
3DPC
206
0
0
18 Apr 2025
Turin3D: Evaluating Adaptation Strategies under Label Scarcity in Urban LiDAR Segmentation with Semi-Supervised Techniques
Turin3D: Evaluating Adaptation Strategies under Label Scarcity in Urban LiDAR Segmentation with Semi-Supervised Techniques
Luca Barco
Giacomo Blanco
Gaetano Chiriaco
Alessia Intini
Luigi La Riccia
Vittorio Scolamiero
Piero Boccardo
Paolo Garza
F. Dominici
3DPC
158
0
0
08 Apr 2025
SALT: A Flexible Semi-Automatic Labeling Tool for General LiDAR Point Clouds with Cross-Scene Adaptability and 4D Consistency
SALT: A Flexible Semi-Automatic Labeling Tool for General LiDAR Point Clouds with Cross-Scene Adaptability and 4D Consistency
Yanbo Wang
Yongtao Chen
Chuan Cao
Tianchen Deng
Wentao Zhao
Jingchuan Wang
Weidong Chen
374
5
0
31 Mar 2025
3DSES: an indoor Lidar point cloud segmentation dataset with real and pseudo-labels from a 3D model
3DSES: an indoor Lidar point cloud segmentation dataset with real and pseudo-labels from a 3D model
Maxime Mérizette
Nicolas Audebert
Pierre Kervella
Jérôme Verdun
3DPC
238
2
0
29 Jan 2025
The 2nd Place Solution from the 3D Semantic Segmentation Track in the 2024 Waymo Open Dataset Challenge
The 2nd Place Solution from the 3D Semantic Segmentation Track in the 2024 Waymo Open Dataset Challenge
Qing Wu
3DPC
926
0
0
06 Jan 2025
BelHouse3D: A Benchmark Dataset for Assessing Occlusion Robustness in 3D
  Point Cloud Semantic Segmentation
BelHouse3D: A Benchmark Dataset for Assessing Occlusion Robustness in 3D Point Cloud Semantic Segmentation
Umamaheswaran Raman Kumar
A. Fayjie
Jurgen Hannaert
Patrick Vandewalle
3DV3DPC
339
1
0
20 Nov 2024
Deep Learning on 3D Semantic Segmentation: A Detailed Review
Deep Learning on 3D Semantic Segmentation: A Detailed ReviewRemote Sensing (Remote Sens.), 2024
Thodoris Betsas
Andreas Georgopoulos
Anastasios Doulamis
Pierre Grussenmeyer
3DV3DPC
342
15
0
04 Nov 2024
Enhanced Semantic Segmentation for Large-Scale and Imbalanced Point
  Clouds
Enhanced Semantic Segmentation for Large-Scale and Imbalanced Point CloudsIEEE Geoscience and Remote Sensing Letters (GRSL), 2024
Haoran Gong
Haodong Wang
Di Wang
3DPC
161
0
0
21 Sep 2024
Aggregated Attributions for Explanatory Analysis of 3D Segmentation
  Models
Aggregated Attributions for Explanatory Analysis of 3D Segmentation Models
Maciej Chrabaszcz
Hubert Baniecki
Piotr Komorowski
Szymon Płotka
Przemysław Biecek
191
2
0
23 Jul 2024
4D Contrastive Superflows are Dense 3D Representation Learners
4D Contrastive Superflows are Dense 3D Representation Learners
Xiang Xu
Lingdong Kong
Hui Shuai
Wenwei Zhang
Liang Pan
Kai Chen
Ziwei Liu
Qingshan Liu
3DPC
371
27
0
08 Jul 2024
Fast and Efficient: Mask Neural Fields for 3D Scene Segmentation
Fast and Efficient: Mask Neural Fields for 3D Scene Segmentation
Zihan Gao
Lingling Li
Licheng Jiao
Fang Liu
Xu Liu
Wenping Ma
Yuwei Guo
Shuyuan Yang
121
2
0
01 Jul 2024
ARCH2S: Dataset, Benchmark and Challenges for Learning Exterior
  Architectural Structures from Point Clouds
ARCH2S: Dataset, Benchmark and Challenges for Learning Exterior Architectural Structures from Point Clouds
Ka Lung Cheung
Chi Chung Lee
3DV3DPC
241
0
0
03 Jun 2024
An Empirical Study of Training State-of-the-Art LiDAR Segmentation
  Models
An Empirical Study of Training State-of-the-Art LiDAR Segmentation Models
Jiahao Sun
Chunmei Qing
Xiang Xu
Lingdong Kong
You-Chen Liu
...
Zeqi Xiao
Runnan Chen
Tai Wang
Wenwei Zhang
Kai-xiang Chen
3DV
284
12
0
23 May 2024
TS40K: a 3D Point Cloud Dataset of Rural Terrain and Electrical
  Transmission System
TS40K: a 3D Point Cloud Dataset of Rural Terrain and Electrical Transmission System
Diogo Mateus Lavado
Cláudia Soares
Alessandra Micheletti
Ricardo Santos
André Coelho
Joao Santos
3DV3DPC
227
3
0
22 May 2024
Multi-Space Alignments Towards Universal LiDAR Segmentation
Multi-Space Alignments Towards Universal LiDAR SegmentationComputer Vision and Pattern Recognition (CVPR), 2024
You-Chen Liu
Lingdong Kong
Xiaoyang Wu
Runnan Chen
Xin Li
Liang Pan
Ziwei Liu
Yuexin Ma
3DPC
290
30
0
02 May 2024
The State of the Art in Visual Analytics for 3D Urban Data
The State of the Art in Visual Analytics for 3D Urban Data
Fabio Miranda
Thomas Ortner
Gustavo Moreira
Maryam Hosseini
Milena Vuckovic
Filip Biljecki
Claudio Silva
Marcos Lage
Nivan Ferreira
179
26
0
24 Apr 2024
ECLAIR: A High-Fidelity Aerial LiDAR Dataset for Semantic Segmentation
ECLAIR: A High-Fidelity Aerial LiDAR Dataset for Semantic Segmentation
Iaroslav Melekhov
Anand Umashankar
Hyeong-Jin Kim
Vladislav Serkov
Dusty Argyle
3DV
237
7
0
16 Apr 2024
OpenTrench3D: A Photogrammetric 3D Point Cloud Dataset for Semantic
  Segmentation of Underground Utilities
OpenTrench3D: A Photogrammetric 3D Point Cloud Dataset for Semantic Segmentation of Underground Utilities
Lasse H. Hansen
S. B. Jensen
M. P. Philipsen
Andreas Møgelmose
Lars Bodum
T. Moeslund
3DPC
250
3
0
11 Apr 2024
LSK3DNet: Towards Effective and Efficient 3D Perception with Large
  Sparse Kernels
LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse KernelsComputer Vision and Pattern Recognition (CVPR), 2024
Tuo Feng
Wenguan Wang
Fan Ma
Yi Yang
3DV
218
19
0
22 Mar 2024
Aerial Lifting: Neural Urban Semantic and Building Instance Lifting from
  Aerial Imagery
Aerial Lifting: Neural Urban Semantic and Building Instance Lifting from Aerial ImageryComputer Vision and Pattern Recognition (CVPR), 2024
Yuqi Zhang
Guanying Chen
Jiaxing Chen
Shuguang Cui
170
5
0
18 Mar 2024
Visual Foundation Models Boost Cross-Modal Unsupervised Domain
  Adaptation for 3D Semantic Segmentation
Visual Foundation Models Boost Cross-Modal Unsupervised Domain Adaptation for 3D Semantic Segmentation
Jingyi Xu
Weidong Yang
Lingdong Kong
You-Chen Liu
Rui Zhang
Qingyuan Zhou
Ben Fei
239
18
0
15 Mar 2024
WHU-Synthetic: A Synthetic Perception Dataset for 3-D Multitask Model Research
WHU-Synthetic: A Synthetic Perception Dataset for 3-D Multitask Model Research
Jiahao Zhou
Chen Long
Yue Xie
Jialiang Wang
Boheng Li
Haiping Wang
Zhe Chen
Zhen Dong
Zhen Dong
MDE
267
0
0
29 Feb 2024
SAGD: Boundary-Enhanced Segment Anything in 3D Gaussian via Gaussian Decomposition
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
562
25
0
31 Jan 2024
Point Cloud Segmentation Using Transfer Learning with RandLA-Net: A Case
  Study on Urban Areas
Point Cloud Segmentation Using Transfer Learning with RandLA-Net: A Case Study on Urban Areas
Alperen Enes Bayar
Ufuk Uyan
Elif Toprak
Yuheng Cao
Juncheng Tang
A. Kındıroglu
3DPC
168
0
0
19 Dec 2023
FRNet: Frustum-Range Networks for Scalable LiDAR Segmentation
FRNet: Frustum-Range Networks for Scalable LiDAR Segmentation
Xiang Xu
Lingdong Kong
Hui Shuai
Qingshan Liu
3DPC
419
52
0
07 Dec 2023
A Data-efficient Framework for Robotics Large-scale LiDAR Scene Parsing
A Data-efficient Framework for Robotics Large-scale LiDAR Scene Parsing
Kangcheng Liu
3DPC
166
0
0
03 Dec 2023
Efficient Cloud Pipelines for Neural Radiance Fields
Efficient Cloud Pipelines for Neural Radiance FieldsUbiquitous Computing, Electronics & Mobile Communication Conference (UEMCON), 2023
Derek Jacoby
Donglin Xu
Weder Ribas
Minyi Xu
Ting Liu
Vishwanath Jayaraman
Mengdi Wei
Emma De Blois
Yvonne Coady
AI4CE
142
0
0
03 Nov 2023
APNet: Urban-level Scene Segmentation of Aerial Images and Point Clouds
APNet: Urban-level Scene Segmentation of Aerial Images and Point Clouds
Weijie Wei
Martin R. Oswald
Fatemeh Karimi Nejadasl
Theo Gevers
3DPC
201
1
0
29 Sep 2023
OpenIns3D: Snap and Lookup for 3D Open-vocabulary Instance Segmentation
OpenIns3D: Snap and Lookup for 3D Open-vocabulary Instance SegmentationEuropean Conference on Computer Vision (ECCV), 2023
Zhening Huang
Xiaoyang Wu
Xi Chen
Hengshuang Zhao
Lei Zhu
Joan Lasenby
ISeg3DPCVLM
491
82
0
01 Sep 2023
BuilDiff: 3D Building Shape Generation using Single-Image Conditional
  Point Cloud Diffusion Models
BuilDiff: 3D Building Shape Generation using Single-Image Conditional Point Cloud Diffusion Models
Yao Wei
G. Vosselman
Michael Ying Yang
DiffM
203
12
0
31 Aug 2023
Clustering based Point Cloud Representation Learning for 3D Analysis
Clustering based Point Cloud Representation Learning for 3D AnalysisIEEE International Conference on Computer Vision (ICCV), 2023
Tuo Feng
Wenguan Wang
Xiaohan Wang
Yi Yang
Qinghua Zheng
3DPC
263
45
0
27 Jul 2023
Building3D: An Urban-Scale Dataset and Benchmarks for Learning Roof
  Structures from Point Clouds
Building3D: An Urban-Scale Dataset and Benchmarks for Learning Roof Structures from Point CloudsIEEE International Conference on Computer Vision (ICCV), 2023
Ruisheng Wang
Shangfeng Huang
Hongxin Yang
3DPC3DV
236
48
0
21 Jul 2023
Segment Any Point Cloud Sequences by Distilling Vision Foundation Models
Segment Any Point Cloud Sequences by Distilling Vision Foundation ModelsNeural Information Processing Systems (NeurIPS), 2023
You-Chen Liu
Lingdong Kong
Jun Cen
Runnan Chen
Wenwei Zhang
Liang Pan
Kai-xiang Chen
Ziwei Liu
234
135
0
15 Jun 2023
Low-Resource White-Box Semantic Segmentation of Supporting Towers on 3D
  Point Clouds via Signature Shape Identification
Low-Resource White-Box Semantic Segmentation of Supporting Towers on 3D Point Clouds via Signature Shape Identification
Diogo Mateus Lavado
Cláudia Soares
Alessandra Micheletti
Giovanni Bocchi
Alex Coronati
Manuel F. Silva
Patrizio Frosini
3DPC
258
3
0
13 Jun 2023
Multi-body SE(3) Equivariance for Unsupervised Rigid Segmentation and
  Motion Estimation
Multi-body SE(3) Equivariance for Unsupervised Rigid Segmentation and Motion EstimationNeural Information Processing Systems (NeurIPS), 2023
Jianqi Zhong
Ta-Ying Cheng
Yuhang He
Kai Lu
Kaichen Zhou
Andrew Markham
Niki Trigoni
3DPC
266
2
0
08 Jun 2023
A Survey of Label-Efficient Deep Learning for 3D Point Clouds
A Survey of Label-Efficient Deep Learning for 3D Point CloudsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Aoran Xiao
Xiaoqin Zhang
Ling Shao
Shijian Lu
3DPC
426
39
0
31 May 2023
GrowSP: Unsupervised Semantic Segmentation of 3D Point Clouds
GrowSP: Unsupervised Semantic Segmentation of 3D Point CloudsComputer Vision and Pattern Recognition (CVPR), 2023
Zihui Zhang
Bo Yang
Bing Wang
Bo Li
3DPC
242
58
0
25 May 2023
Self-Supervised Learning for Point Clouds Data: A Survey
Self-Supervised Learning for Point Clouds Data: A SurveyExpert systems with applications (ESWA), 2023
Changyu Zeng
Wei Wang
A. Nguyen
Yutao Yue
3DPC
217
0
0
09 May 2023
Small but Mighty: Enhancing 3D Point Clouds Semantic Segmentation with
  U-Next Framework
Small but Mighty: Enhancing 3D Point Clouds Semantic Segmentation with U-Next FrameworkInternational Journal of Applied Earth Observation and Geoinformation (JAEOG), 2023
Ziyin Zeng
Qingyong Hu
Zhong Xie
Jian Zhou
Yongyang Xu
3DPC
294
18
0
03 Apr 2023
Spatial Layout Consistency for 3D Semantic Segmentation
Spatial Layout Consistency for 3D Semantic Segmentation
M. Jameela
Gunho Sohn
3DPC
121
1
0
02 Mar 2023
Semantic Segmentation of Urban Textured Meshes Through Point Sampling
Semantic Segmentation of Urban Textured Meshes Through Point SamplingISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences (ISPRS Annals), 2022
Grégoire Grzeczkowicz
Bruno Vallet
3DPC
165
6
0
21 Feb 2023
Human Vision Based 3D Point Cloud Semantic Segmentation of Large-Scale
  Outdoor Scene
Human Vision Based 3D Point Cloud Semantic Segmentation of Large-Scale Outdoor Scene
Sunghwan Yoo
Yeonjeong Jeong
M. Jameela
Gunho Sohn
3DPC
304
20
0
30 Jan 2023
Push-the-Boundary: Boundary-aware Feature Propagation for Semantic
  Segmentation of 3D Point Clouds
Push-the-Boundary: Boundary-aware Feature Propagation for Semantic Segmentation of 3D Point CloudsInternational Conference on 3D Vision (3DV), 2022
Shenglan Du
Nail Ibrahimli
J. Stoter
Julian F. P. Kooij
Liangliang Nan
3DPC
173
6
0
23 Dec 2022
Effective Utilisation of Multiple Open-Source Datasets to Improve
  Generalisation Performance of Point Cloud Segmentation Models
Effective Utilisation of Multiple Open-Source Datasets to Improve Generalisation Performance of Point Cloud Segmentation ModelsInternational Conference on Digital Image Computing: Techniques and Applications (DICTA), 2022
Matthew Howe
Boris Repasky
Timothy Payne
3DPC
173
0
0
29 Nov 2022
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