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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
Urban GeoBIM construction by integrating semantic LiDAR point clouds with as-designed BIM models Jie Shao W. Yao Puzuo Wang Zhiyi He Lei Luo AI4CE 3DPC 61 5 0 23 Apr 2023
Multi-view Vision-Prompt Fusion Network: Can 2D Pre-trained Model Boost 3D Point Cloud Data-scarce Learning? Hao Peng Baopu Li Bo Zhang Xin Chen Tao Chen Erik Cambria 3DPC 90 1 0 20 Apr 2023
3D GANs and Latent Space: A comprehensive survey S. Tata Subhankar Mishra 74 2 0 08 Apr 2023
Exploiting the Complementarity of 2D and 3D Networks to Address Domain-Shift in 3D Semantic Segmentation Adriano Cardace Pierluigi Zama Ramirez Samuele Salti Luigi Di Stefano 3DPC 106 12 0 06 Apr 2023
Small but Mighty: Enhancing 3D Point Clouds Semantic Segmentation with U-Next Framework Ziyin Zeng Qingyong Hu Zhong Xie Jian Zhou Yongyang Xu 3DPC 93 9 0 03 Apr 2023
Robust Multiview Point Cloud Registration with Reliable Pose Graph Initialization and History Reweighting Haiping Wang Yuan Liu Zhen Dong Yulan Guo Yu-Shen Liu Wenping Wang Bisheng Yang 3DPC 61 22 0 02 Apr 2023
A Closer Look at Few-Shot 3D Point Cloud Classification Chuangguan Ye Erik Cambria Bo Zhang Tao Chen 3DPC 89 15 0 31 Mar 2023
What Makes for Effective Few-shot Point Cloud Classification? Chuangguan Ye Erik Cambria Yongbin Liao Yang-ting Zhang Tao Chen Jiayuan Fan 3DPC 108 26 0 31 Mar 2023
Robo3D: Towards Robust and Reliable 3D Perception against Corruptions Lingdong Kong You-Chen Liu Xin Li Runnan Chen Wenwei Zhang Jiawei Ren Liang Pan Kaili Chen Ziwei Liu 135 93 0 30 Mar 2023
Local region-learning modules for point cloud classification Kaya Turgut H. Dutagaci 3DPC 54 3 0 30 Mar 2023
Semantic Ray: Learning a Generalizable Semantic Field with Cross-Reprojection Attention Fan Liu Chubing Zhang Yu Zheng Yueqi Duan 91 29 0 23 Mar 2023
Smart-Tree: Neural Medial Axis Approximation of Point Clouds for 3D Tree Skeletonization Harry Dobbs O. Batchelor Richard D. Green J. Atlas 3DPC 18 5 0 21 Mar 2023
DR.CPO: Diversified and Realistic 3D Augmentation via Iterative Construction, Random Placement, and HPR Occlusion Jungwook Shin Jaeill Kim Kyungeun Lee Hyunghun Cho Wonjong Rhee 3DPC 50 2 0 20 Mar 2023
Exorcising ''Wraith'': Protecting LiDAR-based Object Detector in Automated Driving System from Appearing Attacks Qifan Xiao Xudong Pan Yifan Lu Mi Zhang Jiarun Dai Min Yang AAML 58 6 0 17 Mar 2023
RefiNeRF: Modelling dynamic neural radiance fields with inconsistent or missing camera parameters Shuja Khalid Frank Rudzicz 92 2 0 15 Mar 2023
From Local Binary Patterns to Pixel Difference Networks for Efficient Visual Representation Learning Z. Su M. Pietikäinen Li Liu SSL 78 2 0 15 Mar 2023
3DInAction: Understanding Human Actions in 3D Point Clouds Yizhak Ben-Shabat Oren Shrout Stephen Gould 3DPC 54 5 0 11 Mar 2023
Hardware Acceleration of Neural Graphics Muhammad Husnain Mubarik R. Kanungo Tobias Zirr Rakesh Kumar 69 28 0 10 Mar 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 118 121 0 09 Mar 2023
Wigner kernels: body-ordered equivariant machine learning without a basis Filippo Bigi Sergey Pozdnyakov Michele Ceriotti 54 16 0 07 Mar 2023
GMCR: Graph-based Maximum Consensus Estimation for Point Cloud Registration Michael Gentner P. Murali Mohsen Kaboli 3DPC 72 4 0 07 Mar 2023
Open-Vocabulary Affordance Detection in 3D Point Clouds Toan Ngyen Minh Nhat Vu Annalies Vuong Dzung Nguyen T. Vo Ngan Le A. Nguyen 3DPC 93 36 0 04 Mar 2023
BSH-Det3D: Improving 3D Object Detection with BEV Shape Heatmap You Shen Yunzhou Zhang Yanmin Wu Zhenyu Wang Linghao Yang Sonya A. Coleman D. Kerr 3DPC 46 3 0 03 Mar 2023
VoxFormer: Sparse Voxel Transformer for Camera-based 3D Semantic Scene Completion Yiming Li Zhiding Yu Chris Choy Chaowei Xiao J. Álvarez Sanja Fidler Chen Feng Anima Anandkumar ViT 126 236 0 23 Feb 2023
Frequency-domain Learning for Volumetric-based 3D Data Perception Zifan Yu Suya You Fengbo Ren 35 0 0 16 Feb 2023
Is Distance Matrix Enough for Geometric Deep Learning? Zian Li Xiyuan Wang Yinan Huang Muhan Zhang 73 19 0 11 Feb 2023
From CAD models to soft point cloud labels: An automatic annotation pipeline for cheaply supervised 3D semantic segmentation Galadrielle Humblot-Renaux S. B. Jensen Andreas Møgelmose SSeg 3DPC NoLa 66 6 0 06 Feb 2023
Reduced-Reference Quality Assessment of Point Clouds via Content-Oriented Saliency Projection Wei Zhou Guanghui Yue Ruizeng Zhang Yipeng Qin Hantao Liu 3DPC 56 37 0 18 Jan 2023
CLIP2Scene: Towards Label-efficient 3D Scene Understanding by CLIP Runnan Chen Youquan Liu Lingdong Kong Xinge Zhu Yuexin Ma Yikang Li Yuenan Hou Yu Qiao Wenping Wang CLIP 3DPC 116 147 0 12 Jan 2023
Unsupervised 4D LiDAR Moving Object Segmentation in Stationary Settings with Multivariate Occupancy Time Series T. Kreutz M. Mühlhäuser Alejandro Sánchez Guinea 87 15 0 30 Dec 2022
Simultaneously Optimizing Perturbations and Positions for Black-box Adversarial Patch Attacks Xingxing Wei Yingjie Guo Jie Yu Bo Zhang AAML 103 52 0 26 Dec 2022
Flattening-Net: Deep Regular 2D Representation for 3D Point Cloud Analysis Qijian Zhang Junhui Hou Y. Qian Yiming Zeng Juyong Zhang Ying He 3DPC 114 28 0 17 Dec 2022
Mesh Neural Networks for SE(3)-Equivariant Hemodynamics Estimation on the Artery Wall Julian Suk P. D. Haan Phillip Lippe Christoph Brune J. Wolterink 96 24 0 09 Dec 2022
Gaussian Radar Transformer for Semantic Segmentation in Noisy Radar Data Matthias Zeller Jens Behley Michael Heidingsfeld C. Stachniss 95 24 0 07 Dec 2022
PointCaM: Cut-and-Mix for Open-Set Point Cloud Learning Jie Hong Shi Qiu Weihong Li Saeed Anwar Mehrtash Harandi Nick Barnes L. Petersson 3DPC 102 7 0 05 Dec 2022
Equivalence Between SE(3) Equivariant Networks via Steerable Kernels and Group Convolution A. Poulenard M. Ovsjanikov Leonidas Guibas 3DPC 55 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 57 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 72 4 0 24 Nov 2022
Rega-Net:Retina Gabor Attention for Deep Convolutional Neural Networks Chun Bao Jie Cao Yaqian Ning Yang Cheng Q. Hao 59 1 0 23 Nov 2022
Adaptive Edge-to-Edge Interaction Learning for Point Cloud Analysis Shanshan Zhao Biwei Huang Xi Li Dacheng Tao 3DPC 90 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 62 7 0 16 Nov 2022
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An Overview Wenqi Ren Yang Tang Qiyu Sun Chaoqiang Zhao Qing‐Long Han VLM 72 43 0 13 Nov 2022
Energy-Based Residual Latent Transport for Unsupervised Point Cloud Completion Rui-Qing Cui Shi Qiu Saeed Anwar Jing Zhang Nick Barnes DiffM 75 11 0 13 Nov 2022
QuadConv: Quadrature-Based Convolutions with Applications to Non-Uniform PDE Data Compression Kevin Doherty Cooper Simpson Stephen Becker Alireza Doostan 73 7 0 09 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 16 0 0 08 Nov 2022
Hypergraph Convolutional Network based Weakly Supervised Point Cloud Semantic Segmentation with Scene-Level Annotations Zhuheng Lu Peng Zhang Yuewei Dai Weiqing Li Zhiyong Su 3DPC 61 1 0 02 Nov 2022
Breaking the Symmetry: Resolving Symmetry Ambiguities in Equivariant Neural Networks S. Balachandar A. Poulenard Congyue Deng Leonidas Guibas 68 1 0 29 Oct 2022
Self-Supervised Learning with Multi-View Rendering for 3D Point Cloud Analysis Bach Tran Binh-Son Hua Anh Tran Minh Hoai 3DPC 128 7 0 28 Oct 2022
Deep Generative Models on 3D Representations: A Survey Zifan Shi Sida Peng Yinghao Xu Andreas Geiger Yiyi Liao Yujun Shen MedIm 3DV 96 0 0 27 Oct 2022
3D Shape Knowledge Graph for Cross-domain 3D Shape Retrieval Rihao Chang Yongtao Ma Tong Hao Weizhi Nie 54 5 0 27 Oct 2022