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Deep Learning for 3D Point Clouds: A Survey

27 December 2019

Papers citing "Deep Learning for 3D Point Clouds: A Survey"

50 / 485 papers shown

Title
Density-preserving Deep Point Cloud Compression Yun He Xinlin Ren Danhang Tang Yinda Zhang Xiangyang Xue Yanwei Fu 3DPC 118 53 0 27 Apr 2022
Meshless method stencil evaluation with machine learning Miha Rot A. Rashkovska 19 3 0 25 Apr 2022
Multi-Layer Modeling of Dense Vegetation from Aerial LiDAR Scans E. Kalinicheva Loic Landrieu Clement Mallet N. Chehata 3DPC 3DV 61 8 0 25 Apr 2022
Sequential Point Clouds: A Survey Haiyan Wang Yingli Tian 3DPC 76 7 0 20 Apr 2022
Semi-supervised 3D shape segmentation with multilevel consistency and part substitution Chun-Yu Sun Yu-Qi Yang Haoxiang Guo Peng-Shuai Wang Xin Tong Yang Liu H. Shum 3DV 3DPC 120 15 0 19 Apr 2022
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation Damien Robert Bruno Vallet Loic Landrieu 3DPC 97 71 0 15 Apr 2022
A Survey of Robust 3D Object Detection Methods in Point Clouds Walter Zimmer E. Erçelik Xingcheng Zhou Xavier Jair Diaz Ortiz Alois C. Knoll 3DPC 97 16 0 31 Mar 2022
Meta-Sampler: Almost-Universal yet Task-Oriented Sampling for Point Clouds Ta-Ying Cheng Qingyong Hu Qian Xie Niki Trigoni Andrew Markham 3DPC 36 14 0 30 Mar 2022
Robust Structured Declarative Classifiers for 3D Point Clouds: Defending Adversarial Attacks with Implicit Gradients Kaidong Li Ziming Zhang Cuncong Zhong Guanghui Wang 3DPC 75 25 0 29 Mar 2022
Not All Points Are Equal: Learning Highly Efficient Point-based Detectors for 3D LiDAR Point Clouds Yifan Zhang Qingyong Hu Guoquan Xu Yanxin Ma Jia-Hui Wan Yulan Guo 3DPC 93 275 0 21 Mar 2022
No Pain, Big Gain: Classify Dynamic Point Cloud Sequences with Static Models by Fitting Feature-level Space-time Surfaces Jianqi Zhong Kaichen Zhou Qingyong Hu Bing Wang Niki Trigoni Andrew Markham 3DPC 101 23 0 21 Mar 2022
Completing Partial Point Clouds with Outliers by Collaborative Completion and Segmentation Changfeng Ma Yang Yang Jie Guo Chongjun Wang Yan Guo 3DPC 76 3 0 18 Mar 2022
STPLS3D: A Large-Scale Synthetic and Real Aerial Photogrammetry 3D Point Cloud Dataset Meida Chen Qingyong Hu Zifan Yu Hugues Thomas Andrew Feng Yu Hou Kyle McCullough Fengbo Ren L. Soibelman SLR AI4TS 100 65 0 17 Mar 2022
MotionSC: Data Set and Network for Real-Time Semantic Mapping in Dynamic Environments Joey Wilson Jingyu Song Yuewei Fu Arthur Zhang Andrew Capodieci P. Jayakumar Kira Barton Maani Ghaffari 3DPC 95 40 0 14 Mar 2022
Contrastive Boundary Learning for Point Cloud Segmentation Liyao Tang Yibing Zhan Zhe Chen Baosheng Yu Dacheng Tao 3DPC 96 105 0 10 Mar 2022
SingleSketch2Mesh : Generating 3D Mesh model from Sketch Nitish Bhardwaj Dhornala Bharadwaj Alpana Dubey 3DV 57 3 0 07 Mar 2022
Improving Lidar-Based Semantic Segmentation of Top-View Grid Maps by Learning Features in Complementary Representations Frank Bieder Maximilian Link Simon Romanski Haohao Hu Christoph Stiller 3DPC 38 2 0 02 Mar 2022
Understanding the Challenges When 3D Semantic Segmentation Faces Class Imbalanced and OOD Data Yancheng Pan Fan Xie Huijing Zhao CVBM 67 8 0 01 Mar 2022
Spatiotemporal Transformer Attention Network for 3D Voxel Level Joint Segmentation and Motion Prediction in Point Cloud Zhensong Wei Xuewei Qi Zhengwei Bai Guoyuan Wu Saswat Priyadarshi Nayak Peng Hao Matthew Barth Yongkang Liu K. Oguchi ViT 3DPC 70 4 0 28 Feb 2022
Variable Rate Compression for Raw 3D Point Clouds Md Ahmed Al Muzaddid William J. Beksi 3DPC 30 3 0 28 Feb 2022
Unsupervised Point Cloud Representation Learning with Deep Neural Networks: A Survey Aoran Xiao Jiaxing Huang Dayan Guan Xiaoqin Zhang Shijian Lu Ling Shao 3DPC 114 74 0 28 Feb 2022
RIConv++: Effective Rotation Invariant Convolutions for 3D Point Clouds Deep Learning Zhiyuan Zhang Binh-Son Hua Sai-Kit Yeung 3DPC 88 49 0 26 Feb 2022
ANTLER: Bayesian Nonlinear Tensor Learning and Modeler for Unstructured, Varying-Size Point Cloud Data M. Biehler Hao Yan Jianjun Shi 3DPC 36 4 0 25 Feb 2022
Estimation of Looming from LiDAR J. Yepes D. Raviv 33 0 0 22 Feb 2022
Deep learning classification of large-scale point clouds: A case study on cuneiform tablets Frederik Hagelskjaer 3DV 3DPC 49 7 0 22 Feb 2022
PointSCNet: Point Cloud Structure and Correlation Learning Based on Space Filling Curve-Guided Sampling Xingye Chen Yiqi Wu Wenjie Xu Jin Li Huaiyi Dong Yilin Chen 3DPC 58 12 0 21 Feb 2022
Gaussian Mixture Convolution Networks A. Celarek Pedro Hermosilla Bernhard Kerbl Timo Ropinski Michael Wimmer 89 3 0 18 Feb 2022
Hierarchical Point Cloud Encoding and Decoding with Lightweight Self-Attention based Model En Yen Puang Hao Zhang Hongyuan Zhu Wei Jing 3DPC 68 8 0 13 Feb 2022
PSSNet: Planarity-sensible Semantic Segmentation of Large-scale Urban Meshes Weixiao Gao Liangliang Nan B. Boom H. Ledoux 3DPC 59 26 0 07 Feb 2022
Unsupervised Learning on 3D Point Clouds by Clustering and Contrasting Guofeng Mei Litao Yu Qiang Wu Jian Zhang Mohammed Bennamoun SSL 3DPC 67 8 0 05 Feb 2022
3D Point Cloud Registration with Learning-based Matching Algorithm Rintaro Yanagi Atsushi Hashimoto Shusaku Sone Naoya Chiba Jiaxin Ma Yoshitaka Ushiku 3DPC 53 1 0 04 Feb 2022
NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of Garments Maria Korosteleva Sung-Hee Lee 3DH 3DPC 103 13 0 31 Jan 2022
MVP-Net: Multiple View Pointwise Semantic Segmentation of Large-Scale Point Clouds Chuanyu Luo Xiaohan Li Nuo Cheng Han Li Shengguang Lei Pu Li 3DPC 44 9 0 30 Jan 2022
SupWMA: Consistent and Efficient Tractography Parcellation of Superficial White Matter with Deep Learning Tengfei Xue Fan Zhang Chaoyi Zhang Yuqian Chen Yang Song N. Makris Yogesh Rathi Weidong (Tom) Cai L. O’Donnell 77 19 0 29 Jan 2022
VRT: A Video Restoration Transformer Christos Sakaridis Jingyun Liang Yuchen Fan Peng Sun Rakesh Ranjan Yawei Li Radu Timofte Luc Van Gool ViT 130 273 0 28 Jan 2022
Excavation Reinforcement Learning Using Geometric Representation Qingkai Lu Yifan Zhu Liangjun Zhang 69 17 0 27 Jan 2022
Survey and Systematization of 3D Object Detection Models and Methods Moritz Drobnitzky J. Friederich Bernhard Egger Patrick Zschech 3DPC 139 11 0 23 Jan 2022
Predicting Vegetation Stratum Occupancy from Airborne LiDAR Data with Deep Learning E. Kalinicheva Loic Landrieu Clement Mallet N. Chehata 3DPC AI4CE 57 5 0 20 Jan 2022
SnapshotNet: Self-supervised Feature Learning for Point Cloud Data Segmentation Using Minimal Labeled Data Xingye Li Ling Zhang Zhigang Zhu 3DPC 64 10 0 13 Jan 2022
SensatUrban: Learning Semantics from Urban-Scale Photogrammetric Point Clouds Qingyong Hu Bo Yang Sheikh Khalid W. Xiao Niki Trigoni Andrew Markham 3DPC 71 90 0 12 Jan 2022
Neuroplastic graph attention networks for nuclei segmentation in histopathology images Yoav Alon Huiyu Zhou GNN 50 3 0 10 Jan 2022
Box2Seg: Learning Semantics of 3D Point Clouds with Box-Level Supervision Yang Liu Qingyong Hu Yinjie Lei Kai Xu Jonathan Li Yulan Guo 3DPC 49 11 0 09 Jan 2022
Vegetation Stratum Occupancy Prediction from Airborne LiDAR 3D Point Clouds E. Kalinicheva Loic Landrieu Clement Mallet N. Chehata 3DV 3DPC 33 2 0 27 Dec 2021
Multi-modal 3D Human Pose Estimation with 2D Weak Supervision in Autonomous Driving Jingxiao Zheng X. Shi Alexander N. Gorban Junhua Mao Yang Song ... Visesh Chari Andre Cornman Yin Zhou Congcong Li Drago Anguelov 3DH 89 46 0 22 Dec 2021
Deep Learning Based 3D Point Cloud Regression for Estimating Forest Biomass Stefan Oehmcke Leiyuan Li Katerina Trepekli J. Revenga T. Nord‐Larsen Fabian Gieseke Christian Igel 3DPC 67 36 0 21 Dec 2021
Self-Ensemling for 3D Point Cloud Domain Adaption Qing Li Xiaojiang Peng Chuan Yan Pan Gao Qi Hao 3DPC 85 1 0 10 Dec 2021
Defending against Model Stealing via Verifying Embedded External Features Yiming Li Linghui Zhu Xiaojun Jia Yong Jiang Shutao Xia Xiaochun Cao AAML 88 65 0 07 Dec 2021
Neighborhood Spatial Aggregation MC Dropout for Efficient Uncertainty-aware Semantic Segmentation in Point Clouds Chao Qi Jianqin Yin UQCV 3DPC BDL 62 2 0 05 Dec 2021
CloudWalker: Random walks for 3D point cloud shape analysis Adi Mesika Yizhak Ben-Shabat A. Tal 3DPC 58 9 0 02 Dec 2021
CT-block: a novel local and global features extractor for point cloud Shangwei Guo Jun Li Zhengchao Lai Xiantong Meng Shaokun Han ViT 3DPC 29 2 0 30 Nov 2021