Masked Spatio-Temporal Structure Prediction for Self-supervised Learning on Point Cloud Videos

18 August 2023

Hehe Fan

Papers citing "Masked Spatio-Temporal Structure Prediction for Self-supervised Learning on Point Cloud Videos"

38 / 38 papers shown

Title
Uni4D: A Unified Self-Supervised Learning Framework for Point Cloud Videos Zhi Zuo Chenyi Zhuang Zhiqiang Shen Pan Gao Jie Qin Nicu Sebe 3DPC 108 0 0 07 Apr 2025
Masked Image Modeling: A Survey Vlad Hondru Florinel-Alin Croitoru Shervin Minaee Radu Tudor Ionescu N. Sebe 113 8 0 13 Aug 2024
Contrastive Predictive Autoencoders for Dynamic Point Cloud Self-Supervised Learning Xiaoxiao Sheng Zhiqiang Shen Gang Xiao 3DPC SSL 43 6 0 22 May 2023
PointCMP: Contrastive Mask Prediction for Self-supervised Learning on Point Cloud Videos Zhiqiang Shen Xiaoxiao Sheng Longguang Wang Y. Guo Qiong Liu Xiaoping Zhou 3DPC SSL 57 14 0 06 May 2023
Complete-to-Partial 4D Distillation for Self-Supervised Point Cloud Sequence Representation Learning Zhuoyang Zhang Yu Dong Yunze Liu Li Yi 3DPC AI4TS 53 19 0 10 Dec 2022
Point Primitive Transformer for Long-Term 4D Point Cloud Video Understanding Hao Wen Yunze Liu Jingwei Huang Bokun Duan Li Yi ViT 3DPC 75 27 0 30 Jul 2022
Static and Dynamic Concepts for Self-supervised Video Representation Learning Rui Qian Shuangrui Ding Xian Liu Dahua Lin SSL 43 25 0 26 Jul 2022
PSTNet: Point Spatio-Temporal Convolution on Point Cloud Sequences Hehe Fan Xin Yu Yuhang Ding Yi Yang Mohan Kankanhalli 3DPC 153 112 0 27 May 2022
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training Zhan Tong Yibing Song Jue Wang Limin Wang ViT 217 1,189 0 23 Mar 2022
Masked Discrimination for Self-Supervised Learning on Point Clouds Haotian Liu Mu Cai Yong Jae Lee 3DPC 56 168 0 21 Mar 2022
No Pain, Big Gain: Classify Dynamic Point Cloud Sequences with Static Models by Fitting Feature-level Space-time Surfaces Jianqi Zhong Kaichen Zhou Qingyong Hu Bing Wang Niki Trigoni Andrew Markham 3DPC 70 22 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 81 471 0 13 Mar 2022
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 141 668 0 16 Dec 2021
BEVT: BERT Pretraining of Video Transformers Rui Wang Dongdong Chen Zuxuan Wu Yinpeng Chen Xiyang Dai Mengchen Liu Yu-Gang Jiang Luowei Zhou Lu Yuan ViT 81 208 0 02 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 118 675 0 29 Nov 2021
SimMIM: A Simple Framework for Masked Image Modeling Zhenda Xie Zheng Zhang Yue Cao Yutong Lin Jianmin Bao Zhuliang Yao Qi Dai Han Hu 176 1,352 0 18 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 451 7,739 0 11 Nov 2021
Spatial-Temporal Transformer for 3D Point Cloud Sequences Yimin Wei Hao Liu Tingting Xie Qiuhong Ke Yulan Guo 3DPC ViT AI4TS 42 37 0 19 Oct 2021
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds Siyuan Huang Yichen Xie Song-Chun Zhu Yixin Zhu 3DPC 69 209 0 01 Sep 2021
Video Swin Transformer Ze Liu Jia Ning Yue Cao Yixuan Wei Zheng Zhang Stephen Lin Han Hu ViT 94 1,481 0 24 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 255 2,819 0 15 Jun 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 213 2,149 0 29 Mar 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 159 272 0 07 Jan 2021
Exploring Data-Efficient 3D Scene Understanding with Contrastive Scene Contexts Ji Hou Benjamin Graham Matthias Nießner Saining Xie 3DPC 92 270 0 16 Dec 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 632 40,961 0 22 Oct 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas Guibas Or Litany 3DPC 196 636 0 21 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 743 41,894 0 28 May 2020
3DV: 3D Dynamic Voxel for Action Recognition in Depth Video Yancheng Wang Yang Xiao Fu Xiong Wenxiang Jiang Zhiguo Cao Qiufeng Wang Junsong Yuan 3DPC 45 83 0 12 May 2020
Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds Yongming Rao Jiwen Lu Jie Zhou 3DPC 52 131 0 29 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 358 18,739 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 196 12,073 0 13 Nov 2019
MeteorNet: Deep Learning on Dynamic 3D Point Cloud Sequences Xingyu Liu Mengyuan Yan Jeannette Bohg 3DPC 53 193 0 21 Oct 2019
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks Chris Choy JunYoung Gwak Silvio Savarese 3DPC 149 1,787 0 18 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,770 0 11 Oct 2018
FlowNet3D: Learning Scene Flow in 3D Point Clouds Xingyu Liu C. Qi Leonidas Guibas 3DPC 85 480 0 04 Jun 2018
NTU RGB+D: A Large Scale Dataset for 3D Human Activity Analysis Amir Shahroudy Jun Liu T. Ng G. Wang 240 2,489 0 11 Apr 2016
Rank Pooling for Action Recognition Basura Fernando E. Gavves José Oramas Amir Ghodrati Tinne Tuytelaars 57 300 0 06 Dec 2015
Two-Stream Convolutional Networks for Action Recognition in Videos Karen Simonyan Andrew Zisserman 242 7,535 0 09 Jun 2014