Point Cloud Self-supervised Learning via 3D to Multi-view Masked Autoencoder

17 November 2023

ArXiv (abs)PDF HTML Github (10★)

Papers citing "Point Cloud Self-supervised Learning via 3D to Multi-view Masked Autoencoder"

50 / 55 papers shown

Title
Take-A-Photo: 3D-to-2D Generative Pre-training of Point Cloud Models Ziyi Wang Xumin Yu Yongming Rao Jie Zhou Jiwen Lu DiffM 3DPC 65 19 0 27 Jul 2023
Bridging the Domain Gap: Self-Supervised 3D Scene Understanding with Foundation Models Zhimin Chen Longlong Jing Yingwei Li Bing Li 93 33 0 15 May 2023
PiMAE: Point Cloud and Image Interactive Masked Autoencoders for 3D Object Detection Anthony Chen Kevin Zhang Renrui Zhang Zihan Wang Yuheng Lu Yandong Guo Shanghang Zhang 3DPC 134 68 0 14 Mar 2023
Joint-MAE: 2D-3D Joint Masked Autoencoders for 3D Point Cloud Pre-training Ziyu Guo Renrui Zhang Longtian Qiu Xianzhi Li Pheng-Ann Heng 3DPC 76 55 0 27 Feb 2023
Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning? Runpei Dong Zekun Qi Linfeng Zhang Junbo Zhang Jian‐Yuan Sun Zheng Ge Li Yi Kaisheng Ma ViT 3DPC 96 90 0 16 Dec 2022
Class-Level Confidence Based 3D Semi-Supervised Learning Zhimin Chen Longlong Jing Liang Yang Yingwei Li Bing Li 61 18 0 18 Oct 2022
Masked Vision and Language Modeling for Multi-modal Representation Learning Gukyeong Kwon Zhaowei Cai Avinash Ravichandran Erhan Bas Rahul Bhotika Stefano Soatto 75 68 0 03 Aug 2022
A Closer Look at Invariances in Self-supervised Pre-training for 3D Vision Lanxiao Li M. Heizmann 3DPC 65 28 0 11 Jul 2022
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 254 258 0 28 May 2022
Multimodal Masked Autoencoders Learn Transferable Representations Xinyang Geng Hao Liu Lisa Lee Dale Schuurams Sergey Levine Pieter Abbeel 77 118 0 27 May 2022
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation Damien Robert Bruno Vallet Loic Landrieu 3DPC 79 71 0 15 Apr 2022
Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data Corentin Sautier Gilles Puy Spyros Gidaris Alexandre Boulch Andrei Bursuc Renaud Marlet 3DPC 106 118 0 30 Mar 2022
Masked Discrimination for Self-Supervised Learning on Point Clouds Haotian Liu Mu Cai Yong Jae Lee 3DPC 97 170 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 100 476 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 89 258 0 01 Mar 2022
4DContrast: Contrastive Learning with Dynamic Correspondences for 3D Scene Understanding Yujin Chen Matthias Nießner Angela Dai 3DPC 161 57 0 06 Dec 2021
Voint Cloud: Multi-View Point Cloud Representation for 3D Understanding Abdullah Hamdi Silvio Giancola Guohao Li 3DPC 50 24 0 30 Nov 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 142 685 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 477 7,827 0 11 Nov 2021
Multimodal Semi-Supervised Learning for 3D Objects Zhimin Chen Longlong Jing Yang Liang Yingli Tian Bing Li 3DPC 51 28 0 22 Oct 2021
Advancing Self-supervised Monocular Depth Learning with Sparse LiDAR Ziyue Feng Longlong Jing Peng Yin Yingli Tian Bing Li MDE SSL 74 28 0 20 Sep 2021
An End-to-End Transformer Model for 3D Object Detection Ishan Misra Rohit Girdhar Armand Joulin 3DPC ViT 99 486 0 16 Sep 2021
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds Siyuan Huang Yichen Xie Song-Chun Zhu Yixin Zhu 3DPC 81 211 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 65 81 0 05 Jul 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 292 2,841 0 15 Jun 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 978 29,871 0 26 Feb 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 188 272 0 07 Jan 2021
PCT: Point cloud transformer Meng-Hao Guo Junxiong Cai Zheng-Ning Liu Tai-Jiang Mu Ralph Robert Martin Shimin Hu ViT 3DPC 165 1,630 0 17 Dec 2020
Exploring Data-Efficient 3D Scene Understanding with Contrastive Scene Contexts Ji Hou Benjamin Graham Matthias Nießner Saining Xie 3DPC 112 270 0 16 Dec 2020
MVTN: Multi-View Transformation Network for 3D Shape Recognition Abdullah Hamdi Silvio Giancola Guohao Li 3DV 3DPC 105 204 0 26 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 258 4,072 0 20 Nov 2020
Point Transformer Nico Engel Vasileios Belagiannis Klaus C. J. Dietmayer 3DPC 183 2,004 0 02 Nov 2020
Self-supervised Learning of Point Clouds via Orientation Estimation Omid Poursaeed Tianxing Jiang Quintessa Qiao N. Xu Vladimir G. Kim 3DPC SSL 69 119 0 01 Aug 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas Guibas Or Litany 3DPC 217 641 0 21 Jul 2020
Accelerating 3D Deep Learning with PyTorch3D Nikhila Ravi Jeremy Reizenstein David Novotny Taylor Gordon Wan-Yen Lo Justin Johnson Georgia Gkioxari 3DPC 124 924 0 16 Jul 2020
VirTex: Learning Visual Representations from Textual Annotations Karan Desai Justin Johnson SSL VLM 162 436 0 11 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
Self-supervised Modal and View Invariant Feature Learning Longlong Jing Yucheng Chen Ling Zhang Mingyi He Yingli Tian 3DPC SSL 46 29 0 28 May 2020
Audio-Visual Instance Discrimination with Cross-Modal Agreement Pedro Morgado Nuno Vasconcelos Ishan Misra SSL 82 276 0 27 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 387 18,866 0 13 Feb 2020
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 162 195 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 108 784 0 13 Aug 2019
Deep Hough Voting for 3D Object Detection in Point Clouds C. Qi Or Litany Kaiming He Leonidas Guibas 3DPC 119 1,290 0 21 Apr 2019
Relation-Shape Convolutional Neural Network for Point Cloud Analysis Yongcheng Liu Bin Fan Shiming Xiang Chunhong Pan 3DPC 107 896 0 16 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
SO-Net: Self-Organizing Network for Point Cloud Analysis Jiaxin Li Ben M. Chen Gim Hee Lee 3DPC 77 938 0 12 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 6,169 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 258 2,451 0 23 Jan 2018
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space C. Qi L. Yi Hao Su Leonidas Guibas 3DPC 3DV 366 11,154 0 07 Jun 2017
ScanNet: Richly-annotated 3D Reconstructions of Indoor Scenes Angela Dai Angel X. Chang Manolis Savva Maciej Halber Thomas Funkhouser Matthias Nießner 3DPC 3DV 500 4,084 0 14 Feb 2017