Continuous Conditional Random Field Convolution for Point Cloud Segmentation

12 October 2021

Papers citing "Continuous Conditional Random Field Convolution for Point Cloud Segmentation"

44 / 44 papers shown

Title
Multi-view Structural Convolution Network for Domain-Invariant Point Cloud Recognition of Autonomous Vehicles Younggun Kim Beomsik Cho Seonghoon Ryoo Soomok Lee 3DPC 144 0 0 27 Jan 2025
MultiPlaneNeRF: Neural Radiance Field with Non-Trainable Representation D. Zimny Artur Kasymov Adam Kania Jacek Tabor Maciej Ziȩba Przemysław Spurek Przemysław Spurek 3DV 80 2 0 17 May 2023
PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds Mutian Xu Runyu Ding Hengshuang Zhao Xiaojuan Qi 3DPC 101 397 0 26 Mar 2021
Semantic Segmentation for Real Point Cloud Scenes via Bilateral Augmentation and Adaptive Fusion Shi Qiu Saeed Anwar Nick Barnes 3DPC 49 205 0 12 Mar 2021
Deep Parametric Continuous Convolutional Neural Networks Shenlong Wang Simon Suo Wei-Chiu Ma A. Pokrovsky R. Urtasun 3DPC 82 467 0 17 Jan 2021
PointASNL: Robust Point Clouds Processing using Nonlocal Neural Networks with Adaptive Sampling Xu Yan Chaoda Zheng Zhuguo Li Sheng Wang Shuguang Cui 3DPC 89 549 0 01 Mar 2020
FPConv: Learning Local Flattening for Point Convolution Yiqun Lin Zizheng Yan Haibin Huang Dong Du Ligang Liu Shuguang Cui Xiaoguang Han 3DPC 43 147 0 25 Feb 2020
Deep Learning for 3D Point Clouds: A Survey Yulan Guo Hanyun Wang Qingyong Hu Hao Liu Li Liu Bennamoun 3DPC 84 1,672 0 27 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 444 42,393 0 03 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 90 1,499 0 25 Nov 2019
Point Attention Network for Semantic Segmentation of 3D Point Clouds Mingtao Feng Liang Zhang Xuefei Lin Syed Zulqarnain Gilani Ajmal Mian 3DPC 86 152 0 27 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
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
Relation-Shape Convolutional Neural Network for Point Cloud Analysis Yongcheng Liu Bin Fan Shiming Xiang Chunhong Pan 3DPC 96 893 0 16 Apr 2019
DeepGCNs: Can GCNs Go as Deep as CNNs? Ge Li Matthias Muller Ali K. Thabet Guohao Li 3DPC GNN 119 1,346 0 07 Apr 2019
Fast Graph Representation Learning with PyTorch Geometric Matthias Fey J. E. Lenssen 3DH GNN 3DPC 220 4,336 0 06 Mar 2019
PointConv: Deep Convolutional Networks on 3D Point Clouds Wenxuan Wu Zhongang Qi Fuxin Li 3DPC 114 1,560 0 17 Nov 2018
Semantic Classification of 3D Point Clouds with Multiscale Spherical Neighborhoods Hugues Thomas Jean-Emmanuel Deschaud B. Marcotegui F. Goulette Y. L. Gall 3DPC 44 130 0 01 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
Monte Carlo Convolution for Learning on Non-Uniformly Sampled Point Clouds Pedro Hermosilla Tobias Ritschel Pere-Pau Vázquez À. Vinacua Timo Ropinski 3DPC 99 260 0 05 Jun 2018
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters Yifan Xu Tianqi Fan Mingye Xu Long Zeng Yu Qiao 3DV 3DPC 208 771 0 30 Mar 2018
Point Convolutional Neural Networks by Extension Operators Matan Atzmon Haggai Maron Y. Lipman 3DPC 55 538 0 27 Mar 2018
SO-Net: Self-Organizing Network for Point Cloud Analysis Jiaxin Li Ben M. Chen Gim Hee Lee 3DPC 74 937 0 12 Mar 2018
Recurrent Slice Networks for 3D Segmentation of Point Clouds Qiangui Huang Weiyue Wang Ulrich Neumann 3DPC 98 455 0 13 Feb 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
Large-scale Point Cloud Semantic Segmentation with Superpoint Graphs Loic Landrieu M. Simonovsky GNN 3DPC 178 1,253 0 27 Nov 2017
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation Weiyue Wang Ronald Yu Qiangui Huang Ulrich Neumann 3DPC 91 552 0 23 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 461 20,124 0 30 Oct 2017
SEGCloud: Semantic Segmentation of 3D Point Clouds Lyne P. Tchapmi Chris Choy Iro Armeni JunYoung Gwak Silvio Savarese 3DPC 58 753 0 20 Oct 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 85 806 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 339 11,094 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 48 709 0 12 Apr 2017
Escape from Cells: Deep Kd-Networks for the Recognition of 3D Point Cloud Models Roman Klokov Victor Lempitsky 3DV 74 983 0 04 Apr 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 584 7,441 0 04 Apr 2017
3D Shape Segmentation with Projective Convolutional Networks E. Kalogerakis Melinos Averkiou Subhransu Maji S. Chaudhuri 3DV 3DPC 75 363 0 08 Dec 2016
SyncSpecCNN: Synchronized Spectral CNN for 3D Shape Segmentation L. Yi Hao Su Xingwen Guo Leonidas Guibas GNN 3DPC 182 466 0 02 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 476 14,302 0 02 Dec 2016
Geometric deep learning on graphs and manifolds using mixture model CNNs Federico Monti Davide Boscaini Jonathan Masci Emanuele Rodolà Jan Svoboda M. Bronstein GNN 412 1,820 0 25 Nov 2016
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 789 3,282 0 24 Nov 2016
OctNet: Learning Deep 3D Representations at High Resolutions Gernot Riegler Ali O. Ulusoy Andreas Geiger 3DV 3DPC 220 1,480 0 15 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 604 29,032 0 09 Sep 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 239 18,224 0 02 Jun 2016
Conditional Random Fields as Recurrent Neural Networks Shuai Zheng Sadeep Jayasumana Bernardino Romera-Paredes Vibhav Vineet Zhizhong Su Dalong Du Chang Huang Philip Torr SSeg 234 2,536 0 11 Feb 2015
Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials Philipp Krahenbuhl V. Koltun 126 3,453 0 20 Oct 2012