Deep Learning for 3D Point Clouds: A Survey

27 December 2019

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

50 / 140 papers shown

Title
Reduced-Reference Quality Assessment of Point Clouds via Content-Oriented Saliency Projection Wei Zhou Guanghui Yue Ruizeng Zhang Yipeng Qin Hantao Liu 3DPC 13 35 0 18 Jan 2023
Unsupervised 4D LiDAR Moving Object Segmentation in Stationary Settings with Multivariate Occupancy Time Series T. Kreutz M. Mühlhäuser Alejandro Sánchez Guinea 44 13 0 30 Dec 2022
Gaussian Radar Transformer for Semantic Segmentation in Noisy Radar Data Matthias Zeller Jens Behley Michael Heidingsfeld C. Stachniss 19 23 0 07 Dec 2022
Equivalence Between SE(3) Equivariant Networks via Steerable Kernels and Group Convolution A. Poulenard M. Ovsjanikov Leonidas J. Guibas 3DPC 20 2 0 29 Nov 2022
Effective Utilisation of Multiple Open-Source Datasets to Improve Generalisation Performance of Point Cloud Segmentation Models Matthew Howe Boris Repasky Timothy Payne 3DPC 14 0 0 29 Nov 2022
Utilising physics-guided deep learning to overcome data scarcity Jinshuai Bai Laith Alzubaidi Qingxia Wang E. Kuhl Bennamoun Yuantong T. Gu PINN AI4CE 19 3 0 24 Nov 2022
Rega-Net:Retina Gabor Attention for Deep Convolutional Neural Networks Chun Bao Jie Cao Yaqian Ning Yang Cheng Q. Hao 11 1 0 23 Nov 2022
Adaptive Edge-to-Edge Interaction Learning for Point Cloud Analysis Shanshan Zhao Mingming Gong Xi Li Dacheng Tao 3DPC 14 0 0 20 Nov 2022
PointInverter: Point Cloud Reconstruction and Editing via a Generative Model with Shape Priors Jaeyeon Kim Binh-Son Hua D. Nguyen Sai-Kit Yeung 3DPC 16 7 0 16 Nov 2022
Determining Accessible Sidewalk Width by Extracting Obstacle Information from Point Clouds C. Pinhao Chris Eijgenstein Iva Gornishka Shayla Jansen D. Roijers D. Bloembergen 9 0 0 08 Nov 2022
Self-Supervised Learning with Multi-View Rendering for 3D Point Cloud Analysis Bach Tran Binh-Son Hua Anh Tran Minh Hoai 3DPC 27 7 0 28 Oct 2022
Analyzing Deep Learning Representations of Point Clouds for Real-Time In-Vehicle LiDAR Perception Marc Uecker Tobias Fleck Marcel Pflugfelder J. Marius Zöllner 3DPC 6 9 0 26 Oct 2022
BoundED: Neural Boundary and Edge Detection in 3D Point Clouds via Local Neighborhood Statistics Lukas Bode Michael Weinmann Reinhard Klein University of Bonn 3DPC 22 7 0 24 Oct 2022
RibSeg v2: A Large-scale Benchmark for Rib Labeling and Anatomical Centerline Extraction L. Jin Shixuan Gu D. Wei Jason Ken Adhinarta Kaiming Kuang Yongjie Jessica Zhang Hanspeter Pfister Bingbing Ni Jiancheng Yang Ming Li 3DPC 19 13 0 18 Oct 2022
Bridged Transformer for Vision and Point Cloud 3D Object Detection Yikai Wang Tengqi Ye Lele Cao Wen-bing Huang Fuchun Sun Fengxiang He Dacheng Tao ViT 27 34 0 04 Oct 2022
SRFeat: Learning Locally Accurate and Globally Consistent Non-Rigid Shape Correspondence Lei Li Souhaib Attaiki M. Ovsjanikov 19 8 0 16 Sep 2022
InTEn-LOAM: Intensity and Temporal Enhanced LiDAR Odometry and Mapping Shuaixin Li B. Tian Xiaozhou Zhu Jianjun Gui Yao Wen Guangyun Li 19 3 0 13 Sep 2022
Survey: Exploiting Data Redundancy for Optimization of Deep Learning Jou-An Chen Wei Niu Bin Ren Yanzhi Wang Xipeng Shen 19 24 0 29 Aug 2022
3D Vision with Transformers: A Survey Jean Lahoud Jiale Cao F. Khan Hisham Cholakkal Rao Muhammad Anwer Salman Khan Ming Yang ViT MedIm 27 32 0 08 Aug 2022
In-Hand Pose Estimation and Pin Inspection for Insertion of Through-Hole Components Frederik Hagelskjær D. Kraft 14 3 0 02 Aug 2022
CENet: Toward Concise and Efficient LiDAR Semantic Segmentation for Autonomous Driving Huimin Cheng Xian-Feng Han Guoqiang Xiao 3DPC 3DV 22 63 0 26 Jul 2022
Divide and Conquer: 3D Point Cloud Instance Segmentation With Point-Wise Binarization Weiguang Zhao Yuyao Yan Chaolong Yang Jianan Ye Xi Yang Kaizhu Huang 3DV 19 27 0 22 Jul 2022
Latency-Aware Collaborative Perception Zixing Lei Shunli Ren Yue Hu Wenjun Zhang Siheng Chen 34 96 0 18 Jul 2022
GeoSegNet: Point Cloud Semantic Segmentation via Geometric Encoder-Decoder Modeling Chen Chen Yisen Wang Honghua Chen Xu Yan Da-Dui Ren Ya Guo H. Xie F. Wang Mingqiang Wei 3DPC 23 12 0 14 Jul 2022
PointNorm: Dual Normalization is All You Need for Point Cloud Analysis Shen Zheng Jinqian Pan Chang-Tien Lu Gaurav Gupta 3DPC 25 7 0 13 Jul 2022
Self-Supervised Learning for Videos: A Survey Madeline Chantry Schiappa Y. S. Rawat M. Shah SSL 22 130 0 18 Jun 2022
AGConv: Adaptive Graph Convolution on 3D Point Clouds Mingqiang Wei Zeyong Wei Hao Zhou Fei-Jiang Hu Huajian Si ... Jingbo Qiu Xu Yan Yan Guo Jun Wang J. Qin 3DPC 15 37 0 09 Jun 2022
Towards Robust 3D Object Recognition with Dense-to-Sparse Deep Domain Adaptation P. Murali Cong Wang R. Dahiya Mohsen Kaboli 3DPC 24 4 0 07 May 2022
Meshless method stencil evaluation with machine learning Miha Rot A. Rashkovska 17 3 0 25 Apr 2022
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation Damien Robert Bruno Vallet Loic Landrieu 3DPC 25 69 0 15 Apr 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 34 264 0 21 Mar 2022
Contrastive Boundary Learning for Point Cloud Segmentation Liyao Tang Yibing Zhan Zhe Chen Baosheng Yu Dacheng Tao 3DPC 11 102 0 10 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 8 2 0 02 Mar 2022
Estimation of Looming from LiDAR J. Yepes D. Raviv 13 0 0 22 Feb 2022
Deep learning classification of large-scale point clouds: A case study on cuneiform tablets Frederik Hagelskjaer 3DV 3DPC 11 6 0 22 Feb 2022
Hierarchical Point Cloud Encoding and Decoding with Lightweight Self-Attention based Model En Yen Puang Hao Zhang Hongyuan Zhu Wei Jing 3DPC 18 8 0 13 Feb 2022
3D Point Cloud Registration with Learning-based Matching Algorithm Rintaro Yanagi Atsushi Hashimoto Shusaku Sone Naoya Chiba Jiaxin Ma Yoshitaka Ushiku 3DPC 19 1 0 04 Feb 2022
VRT: A Video Restoration Transformer Jingyun Liang Jiezhang Cao Yuchen Fan K. Zhang Rakesh Ranjan Yawei Li Radu Timofte Luc Van Gool ViT 21 251 0 28 Jan 2022
Survey and Systematization of 3D Object Detection Models and Methods Moritz Drobnitzky J. Friederich Bernhard Egger Patrick Zschech 3DPC 21 11 0 23 Jan 2022
SnapshotNet: Self-supervised Feature Learning for Point Cloud Data Segmentation Using Minimal Labeled Data Xingye Li Ling Zhang Zhigang Zhu 3DPC 20 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 16 85 0 12 Jan 2022
Neuroplastic graph attention networks for nuclei segmentation in histopathology images Yoav Alon Huiyu Zhou GNN 22 3 0 10 Jan 2022
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 4 35 0 21 Dec 2021
Defending against Model Stealing via Verifying Embedded External Features Yiming Li Linghui Zhu Xiaojun Jia Yong Jiang Shutao Xia Xiaochun Cao AAML 28 61 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 20 2 0 05 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 19 2 0 30 Nov 2021
PU-Transformer: Point Cloud Upsampling Transformer Shi Qiu Saeed Anwar Nick Barnes 3DPC ViT 22 50 0 24 Nov 2021
PointMixer: MLP-Mixer for Point Cloud Understanding Jaesung Choe Chunghyun Park François Rameau Jaesik Park In So Kweon 3DPC 32 98 0 22 Nov 2021
False Positive Detection and Prediction Quality Estimation for LiDAR Point Cloud Segmentation Pascal Colling Matthias Rottmann L. Roese-Koerner Hanno Gottschalk 3DPC 16 3 0 29 Oct 2021
Utilizing Active Machine Learning for Quality Assurance: A Case Study of Virtual Car Renderings in the Automotive Industry Patrick Hemmer Niklas Kühl Jakob Schöffer 11 4 0 18 Oct 2021