Prompted Contrast with Masked Motion Modeling: Towards Versatile 3D Action Representation Learning

8 August 2023

Lilang Lin

Papers citing "Prompted Contrast with Masked Motion Modeling: Towards Versatile 3D Action Representation Learning"

24 / 24 papers shown

Title
SkeletonMAE: Spatial-Temporal Masked Autoencoders for Self-supervised Skeleton Action Recognition Wenhan Wu Yilei Hua Ce Zheng Shi-Bao Wu Chong Chen Aidong Lu ViT 93 34 0 01 Sep 2022
CMD: Self-supervised 3D Action Representation Learning with Cross-modal Mutual Distillation Yunyao Mao Wen-gang Zhou Zhenbo Lu Jiajun Deng Houqiang Li 65 44 0 26 Aug 2022
Hierarchically Self-Supervised Transformer for Human Skeleton Representation Learning Yuxiao Chen Long Zhao Jianbo Yuan Yu Tian Zhaoyang Xia Shijie Geng Ligong Han Dimitris N. Metaxas ViT 31 37 0 20 Jul 2022
Global-local Motion Transformer for Unsupervised Skeleton-based Action Learning Boeun Kim H. Chang Jungho Kim J. Choi ViT 39 51 0 13 Jul 2022
Contrastive Learning from Spatio-Temporal Mixed Skeleton Sequences for Self-Supervised Skeleton-Based Action Recognition Zhan Chen Hong Liu Tianyu Guo Zhengyang Chen Pinhao Song Haoling Tang SSL 56 19 0 07 Jul 2022
Contrastive Learning from Extremely Augmented Skeleton Sequences for Self-supervised Action Recognition Tianyu Guo Hong Liu Zhan Chen Mengyuan Liu Tao Wang Runwei Ding SSL 55 154 0 07 Dec 2021
Contrast-reconstruction Representation Learning for Self-supervised Skeleton-based Action Recognition Peng Wang Jun Wen Chenyang Si Y. Qian Liang Wang SSL 70 44 0 22 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 449 7,731 0 11 Nov 2021
Skeleton-Contrastive 3D Action Representation Learning Fida Mohammad Thoker Hazel Doughty Cees G. M. Snoek SSL 65 133 0 08 Aug 2021
3D Human Action Representation Learning via Cross-View Consistency Pursuit Linguo Li Minsi Wang Bingbing Ni Hang Wang Jiancheng Yang Wenjun Zhang 158 162 0 29 Apr 2021
MS $^2$ L: Multi-Task Self-Supervised Learning for Skeleton Based Action Recognition Lilang Lin Sijie Song Wenhan Yang Jiaying Liu SSL 60 198 0 12 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 81 63 0 05 Oct 2020
Skeleton-based Action Recognition via Spatial and Temporal Transformer Networks Chiara Plizzari Marco Cannici Matteo Matteucci ViT MedIm 74 306 0 17 Aug 2020
Decoupled Spatial-Temporal Attention Network for Skeleton-Based Action Recognition Lei Shi Yifan Zhang Jian Cheng Hanqing Lu 60 49 0 07 Jul 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 461 3,427 0 09 Mar 2020
Pedestrian Models for Autonomous Driving Part I: Low-Level Models, from Sensing to Tracking F. Camara Nicola Bellotto S. Coşar Dimitris Nathanael Matthias Althoff Jingyuan Wu Johannes Ruenz A. Dietrich Charles W. Fox 35 73 0 26 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 356 18,739 0 13 Feb 2020
PREDICT & CLUSTER: Unsupervised Skeleton Based Action Recognition Kun Su Xiulong Liu Eli Shlizerman 83 189 0 27 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 194 12,073 0 13 Nov 2019
Richly Activated Graph Convolutional Network for Action Recognition with Incomplete Skeletons Yisheng Song Zhang Zhang Liang Wang 54 108 0 16 May 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 609 4,777 0 13 May 2019
NTU RGB+D 120: A Large-Scale Benchmark for 3D Human Activity Understanding Jun Liu Amir Shahroudy Mauricio Perez G. Wang Ling-yu Duan Alex C. Kot 77 1,289 0 12 May 2019
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition Sijie Yan Yuanjun Xiong Dahua Lin GNN 239 4,168 0 23 Jan 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 273 9,760 0 25 Oct 2017