STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences

15 July 2024

Soroush Mehraban

Mohammad Javad Rajabi

Babak Taati

3DPC

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Papers citing "STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences"

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Title
I $^2$ MD: 3D Action Representation Learning with Inter- and Intra-modal Mutual Distillation Yunyao Mao Jiajun Deng Wen-gang Zhou Zhenbo Lu Wanli Ouyang Houqiang Li VLM 78 1 0 24 Oct 2023
Masked Motion Predictors are Strong 3D Action Representation Learners Yunyao Mao Jiajun Deng Wen-gang Zhou Yao Fang Wanli Ouyang Houqiang Li 3DPC 80 38 0 14 Aug 2023
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 117 36 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 74 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 43 37 0 20 Jul 2022
Siamese Image Modeling for Self-Supervised Vision Representation Learning Chenxin Tao Xizhou Zhu Weijie Su Gao Huang Bin Li Jie Zhou Yu Qiao Xiaogang Wang Jifeng Dai SSL 91 96 0 02 Jun 2022
PYSKL: Towards Good Practices for Skeleton Action Recognition Haodong Duan Jiaqi Wang Kai-xiang Chen Dahua Lin VLM 65 144 0 19 May 2022
Masked Siamese Networks for Label-Efficient Learning Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Florian Bordes Pascal Vincent Armand Joulin Michael G. Rabbat Nicolas Ballas SSL 105 322 0 14 Apr 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 68 155 0 07 Dec 2021
iBOT: Image BERT Pre-Training with Online Tokenizer Jinghao Zhou Chen Wei Huiyu Wang Wei Shen Cihang Xie Alan Yuille Tao Kong 85 740 0 15 Nov 2021
Skeleton-Contrastive 3D Action Representation Learning Fida Mohammad Thoker Hazel Doughty Cees G. M. Snoek SSL 68 134 0 08 Aug 2021
Skeleton Cloud Colorization for Unsupervised 3D Action Representation Learning Siyuan Yang Jun Liu Shijian Lu Meng Hwa Er Alex C. Kot 3DH 3DPC 91 95 0 04 Aug 2021
Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition Yuxin Chen Ziqi Zhang Chunfen Yuan Bing Li Ying Deng Weiming Hu 79 585 0 26 Jul 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 286 2,841 0 15 Jun 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 235 467 0 29 Apr 2021
3D Human Action Representation Learning via Cross-View Consistency Pursuit Linguo Li Minsi Wang Bingbing Ni Hang Wang Jiancheng Yang Wenjun Zhang 163 163 0 29 Apr 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 706 6,121 0 29 Apr 2021
Adversarial Self-Supervised Learning for Semi-Supervised 3D Action Recognition Chenyang Si Xuecheng Nie Wei Wang Liang Wang Tieniu Tan Jiashi Feng SSL 97 66 0 12 Jul 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 252 4,097 0 17 Jun 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 389 6,833 0 13 Jun 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 114 1,335 0 20 May 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 214 2,056 0 16 Apr 2020
PREDICT & CLUSTER: Unsupervised Skeleton Based Action Recognition Kun Su Xiulong Liu Eli Shlizerman 99 190 0 27 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 210 12,121 0 13 Nov 2019
EPIC-Fusion: Audio-Visual Temporal Binding for Egocentric Action Recognition Evangelos Kazakos Arsha Nagrani Andrew Zisserman Dima Damen EgoV 65 340 0 22 Aug 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 82 1,294 0 12 May 2019
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 465 43,341 0 11 Feb 2015