Masked Surfel Prediction for Self-Supervised Point Cloud Learning

7 July 2022

Lei Zhang

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Papers citing "Masked Surfel Prediction for Self-Supervised Point Cloud Learning"

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Title
Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training Renrui Zhang Ziyu Guo Rongyao Fang Bingyan Zhao Dong Wang Yu Qiao Hongsheng Li Peng Gao 3DPC 250 257 0 28 May 2022
Surface Representation for Point Clouds Haoxi Ran Jun Liu Chengjie Wang 3DPC 99 157 0 11 May 2022
POS-BERT: Point Cloud One-Stage BERT Pre-Training Kexue Fu Peng Gao Shaolei Liu Renrui Zhang Yu Qiao Manning Wang 3DPC 67 18 0 03 Apr 2022
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training Zhan Tong Yibing Song Jue Wang Limin Wang ViT 224 1,191 0 23 Mar 2022
Masked Discrimination for Self-Supervised Learning on Point Clouds Haotian Liu Mu Cai Yong Jae Lee 3DPC 75 168 0 21 Mar 2022
Masked Autoencoders for Point Cloud Self-supervised Learning Yatian Pang Wenxiao Wang Francis E. H. Tay Wen Liu Yonghong Tian Liuliang Yuan 3DPC ViT 86 475 0 13 Mar 2022
CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding Mohamed Afham Isuru Dissanayake Dinithi Dissanayake Amaya Dharmasiri Kanchana Thilakarathna Ranga Rodrigo 3DPC 74 255 0 01 Mar 2022
Rethinking Network Design and Local Geometry in Point Cloud: A Simple Residual MLP Framework Xu Ma Can Qin Haoxuan You Haoxi Ran Y. Fu 3DPC 59 596 0 15 Feb 2022
CP-Net: Contour-Perturbed Reconstruction Network for Self-Supervised Point Cloud Learning Mingye Xu Yali Wang Zhipeng Zhou Hongbin Xu Yu Qiao 3DPC 48 14 0 20 Jan 2022
Implicit Autoencoder for Point-Cloud Self-Supervised Representation Learning Siming Yan Zhenpei Yang Haoxiang Li Chen Song Li Guan Hao Kang G. Hua Qi-Xing Huang 3DPC 73 63 0 03 Jan 2022
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 145 668 0 16 Dec 2021
PRA-Net: Point Relation-Aware Network for 3D Point Cloud Analysis Shuyang Cheng Xiwu Chen Xinwei He Zhe Liu X. Bai 3DPC 80 138 0 09 Dec 2021
Point-BERT: Pre-training 3D Point Cloud Transformers with Masked Point Modeling Xumin Yu Lulu Tang Yongming Rao Tiejun Huang Jie Zhou Jiwen Lu 3DPC 136 675 0 29 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 467 7,757 0 11 Nov 2021
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds Siyuan Huang Yichen Xie Song-Chun Zhu Yixin Zhu 3DPC 78 210 0 01 Sep 2021
Self-Contrastive Learning with Hard Negative Sampling for Self-supervised Point Cloud Learning Bianli Du Xiang Gao Wei Hu Xin Li 3DPC SSL 51 81 0 05 Jul 2021
Revisiting Point Cloud Shape Classification with a Simple and Effective Baseline Ankit Goyal Hei Law Bowei Liu Alejandro Newell Jia Deng 3DPC 81 230 0 09 Jun 2021
PCT: Point cloud transformer Meng-Hao Guo Junxiong Cai Zheng-Ning Liu Tai-Jiang Mu Ralph Robert Martin Shimin Hu ViT 3DPC 148 1,616 0 17 Dec 2020
Point Transformer Nico Engel Vasileios Belagiannis Klaus C. J. Dietmayer 3DPC 178 1,994 0 02 Nov 2020
Unsupervised Point Cloud Pre-Training via Occlusion Completion Hanchen Wang Qi Liu Xiangyu Yue Joan Lasenby Matt J. Kusner 3DPC 64 251 0 02 Oct 2020
Self-supervised Learning of Point Clouds via Orientation Estimation Omid Poursaeed Tianxing Jiang Quintessa Qiao N. Xu Vladimir G. Kim 3DPC SSL 66 119 0 01 Aug 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 79 1,149 0 02 Jul 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 371 6,806 0 13 Jun 2020
Info3D: Representation Learning on 3D Objects using Mutual Information Maximization and Contrastive Learning Aditya Sanghi 3DPC SSL 58 101 0 04 Jun 2020
Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds Yongming Rao Jiwen Lu Jie Zhou 3DPC 55 131 0 29 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 486 3,433 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 369 18,778 0 13 Feb 2020
Improving Semantic Analysis on Point Clouds via Auxiliary Supervision of Local Geometric Priors Lulu Tang Ke Chen Chaozheng Wu Yu Hong Kui Jia Zhixin Yang 3DPC 54 24 0 14 Jan 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 204 12,085 0 13 Nov 2019
PointDAN: A Multi-Scale 3D Domain Adaption Network for Point Cloud Representation Can Qin Haoxuan You Lichen Wang C.-C. Jay Kuo Y. Fu 3DPC 65 200 0 07 Nov 2019
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 160 195 0 18 Oct 2019
Revisiting Point Cloud Classification: A New Benchmark Dataset and Classification Model on Real-World Data Mikaela Angelina Uy Quang Pham Binh-Son Hua D. Nguyen Sai-Kit Yeung 3DV 3DPC 96 780 0 13 Aug 2019
Multi-Angle Point Cloud-VAE: Unsupervised Feature Learning for 3D Point Clouds from Multiple Angles by Joint Self-Reconstruction and Half-to-Half Prediction Zhizhong Han Xiyang Wang Yu-Shen Liu Matthias Zwicker 3DPC 114 143 0 30 Jul 2019
KPConv: Flexible and Deformable Convolution for Point Clouds Hugues Thomas C. Qi Jean-Emmanuel Deschaud B. Marcotegui F. Goulette Leonidas Guibas 3DPC 169 2,536 0 18 Apr 2019
Relation-Shape Convolutional Neural Network for Point Cloud Analysis Yongcheng Liu Bin Fan Shiming Xiang Chunhong Pan 3DPC 104 893 0 16 Apr 2019
FCOS: Fully Convolutional One-Stage Object Detection Zhi Tian Chunhua Shen Hao Chen Tong He ObjD 130 5,013 0 02 Apr 2019
3D Point Capsule Networks Yongheng Zhao Tolga Birdal Haowen Deng Federico Tombari 3DPC 60 337 0 27 Dec 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
Multiresolution Tree Networks for 3D Point Cloud Processing Matheus Gadelha Rui Wang Subhransu Maji 3DV 3DPC 70 255 0 10 Jul 2018
Tangent Convolutions for Dense Prediction in 3D Maxim Tatarchenko Jaesik Park V. Koltun Qian-Yi Zhou 3DV 3DPC MDE 88 545 0 06 Jul 2018
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters Yifan Xu Tianqi Fan Mingye Xu Long Zeng Yu Qiao 3DV 3DPC 216 771 0 30 Mar 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 258 3,290 0 21 Mar 2018
Dynamic Graph CNN for Learning on Point Clouds Yue Wang Yongbin Sun Ziwei Liu Sanjay E. Sarma M. Bronstein Justin Solomon GNN 3DPC 257 6,149 0 24 Jan 2018
$PointCNN: Convolution On $\mathcal{X}$-Transformed Points$ PointCNN: Convolution On $\mathcal{X}$ -Transformed Points Yangyan Li Rui Bu Mingchao Sun Wei Wu Xinhan Di Baoquan Chen 3DPC 233 2,444 0 23 Jan 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 713 131,652 0 12 Jun 2017
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space C. Qi L. Yi Hao Su Leonidas Guibas 3DPC 3DV 354 11,113 0 07 Jun 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 352 27,195 0 20 Mar 2017
ScanNet: Richly-annotated 3D Reconstructions of Indoor Scenes Angela Dai Angel X. Chang Manolis Savva Maciej Halber Thomas Funkhouser Matthias Nießner 3DPC 3DV 477 4,062 0 14 Feb 2017
A Point Set Generation Network for 3D Object Reconstruction from a Single Image Haoqiang Fan Hao Su Leonidas Guibas 3DPC 3DV 169 2,238 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 490 14,320 0 02 Dec 2016