Unsupervised Domain Adaptation for Video Transformers in Action Recognition

26 July 2022

Victor G. Turrisi da Costa

Giacomo Zara

Paolo Rota

Thiago Oliveira-Santos

Papers citing "Unsupervised Domain Adaptation for Video Transformers in Action Recognition"

50 / 58 papers shown

Title
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Tongkun Xu Weihua Chen Pichao Wang Fan Wang Hao Li Rong Jin ViT 84 217 0 13 Sep 2021
Learning Cross-modal Contrastive Features for Video Domain Adaptation Donghyun Kim Yi-Hsuan Tsai Bingbing Zhuang Xiang Yu Stan Sclaroff Kate Saenko Manmohan Chandraker 45 70 0 26 Aug 2021
Action Transformer: A Self-Attention Model for Short-Time Pose-Based Human Action Recognition Vittorio Mazzia Simone Angarano Francesco Salvetti Federico Angelini Marcello Chiaberge ViT 44 138 0 01 Jul 2021
Towards Training Stronger Video Vision Transformers for EPIC-KITCHENS-100 Action Recognition Ziyuan Huang Zhiwu Qing Xiang Wang Yutong Feng Shiwei Zhang Jianwen Jiang Zhurong Xia Mingqian Tang Nong Sang M. Ang ViT 41 11 0 09 Jun 2021
Transformer-Based Source-Free Domain Adaptation Guanglei Yang Hao Tang Zhun Zhong M. Ding Ling Shao N. Sebe Elisa Ricci ViT 30 42 0 28 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 90 917 0 11 May 2021
An Image is Worth 16x16 Words, What is a Video Worth? Gilad Sharir Asaf Noy Lihi Zelnik-Manor ViT 43 124 0 25 Mar 2021
Pretrained Transformers as Universal Computation Engines Kevin Lu Aditya Grover Pieter Abbeel Igor Mordatch 42 220 0 09 Mar 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 172 2,321 0 04 Mar 2021
AdaFuse: Adaptive Temporal Fusion Network for Efficient Action Recognition Yue Meng Yikang Shen Chung-Ching Lin P. Sattigeri Leonid Karlinsky Kate Saenko A. Oliva Rogerio Feris 104 62 0 10 Feb 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 301 2,016 0 09 Feb 2021
Video Transformer Network Daniel Neimark Omri Bar Maya Zohar Dotan Asselmann ViT 226 430 0 01 Feb 2021
Trear: Transformer-based RGB-D Egocentric Action Recognition Xiangyu Li Yonghong Hou Pichao Wang Zhimin Gao Mingliang Xu Wanqing Li ViT 193 87 0 05 Jan 2021
Spatial Temporal Transformer Network for Skeleton-based Action Recognition Chiara Plizzari Marco Cannici Matteo Matteucci ViT 27 196 0 11 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 153 40,217 0 22 Oct 2020
Self-supervised Video Representation Learning by Pace Prediction Jiangliu Wang Jianbo Jiao Yunhui Liu SSL AI4TS 33 234 0 13 Aug 2020
Spatiotemporal Contrastive Video Representation Learning Rui Qian Tianjian Meng Boqing Gong Ming-Hsuan Yang Haoran Wang Serge J. Belongie Huayu Chen SSL AI4TS 91 495 0 09 Aug 2020
Hierarchical Contrastive Motion Learning for Video Action Recognition Xitong Yang Xiaodong Yang Sifei Liu Deqing Sun L. Davis Jan Kautz SSL 45 13 0 20 Jul 2020
Joint Contrastive Learning for Unsupervised Domain Adaptation Changhwa Park Jonghyun Lee Jaeyoon Yoo Minhoe Hur Sungroh Yoon 26 37 0 18 Jun 2020
Learn to cycle: Time-consistent feature discovery for action recognition Alexandros Stergiou R. Poppe 24 23 0 15 Jun 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 100 4,476 0 23 Apr 2020
Cross-domain Self-supervised Learning for Domain Adaptation with Few Source Labels Donghyun Kim Kuniaki Saito Tae-Hyun Oh Bryan A. Plummer Stan Sclaroff Kate Saenko SSL 27 43 0 18 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 140 18,523 0 13 Feb 2020
Multi-Modal Domain Adaptation for Fine-Grained Action Recognition Jonathan Munro Dima Damen EgoV 32 192 0 27 Jan 2020
Adversarial Cross-Domain Action Recognition with Co-Attention Boxiao Pan Zhangjie Cao Ehsan Adeli Juan Carlos Niebles ViT 34 104 0 22 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 101 42,038 0 03 Dec 2019
Unsupervised Domain Adaptation through Self-Supervision Yu Sun Eric Tzeng Trevor Darrell Alexei A. Efros OOD SSL 39 238 0 26 Sep 2019
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation Min-Hung Chen Z. Kira G. Al-Regib Jaekwon Yoo Ruxin Chen Jian Zheng TTA AI4TS 34 179 0 30 Jul 2019
A Short Note on the Kinetics-700 Human Action Dataset João Carreira Eric Noland Chloe Hillier Andrew Zisserman 35 446 0 15 Jul 2019
Tackling Partial Domain Adaptation with Self-Supervision S. Bucci A. DÍnnocente Tatiana Tommasi 40 22 0 12 Jun 2019
Unsupervised Domain Adaptation using Feature-Whitening and Consensus Loss Subhankar Roy Aliaksandr Siarohin E. Sangineto Samuel Rota Buló N. Sebe Elisa Ricci 100 163 0 07 Mar 2019
Contrastive Adaptation Network for Unsupervised Domain Adaptation Guoliang Kang Lu Jiang Yi Yang Alexander G. Hauptmann 80 832 0 04 Jan 2019
Video Action Transformer Network Rohit Girdhar João Carreira Carl Doersch Andrew Zisserman ViT 101 706 0 06 Dec 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 725 93,936 0 11 Oct 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 189 10,152 0 10 Jul 2018
Boosting Domain Adaptation by Discovering Latent Domains Massimiliano Mancini Lorenzo Porzi Samuel Rota Buló Barbara Caputo Elisa Ricci OOD 181 154 0 03 May 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 34 21,306 0 08 Apr 2018
Maximum Classifier Discrepancy for Unsupervised Domain Adaptation Kuniaki Saito Kohei Watanabe Yoshitaka Ushiku Tatsuya Harada 54 1,781 0 07 Dec 2017
Adversarial Feature Augmentation for Unsupervised Domain Adaptation Riccardo Volpi Pietro Morerio Silvio Savarese Vittorio Murino GAN OOD 41 232 0 23 Nov 2017
Temporal Relational Reasoning in Videos Bolei Zhou A. Andonian Aude Oliva Antonio Torralba NAI 64 1,035 0 22 Nov 2017
CyCADA: Cycle-Consistent Adversarial Domain Adaptation Judy Hoffman Eric Tzeng Taesung Park Jun-Yan Zhu Phillip Isola Kate Saenko Alexei A. Efros Trevor Darrell 98 2,985 0 08 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 273 129,831 0 12 Jun 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 174 7,961 0 22 May 2017
The Kinetics Human Action Video Dataset W. Kay João Carreira Karen Simonyan Brian Zhang Chloe Hillier ... Tim Green T. Back Apostol Natsev Mustafa Suleyman Andrew Zisserman 182 3,771 0 19 May 2017
AutoDIAL: Automatic DomaIn Alignment Layers Fabio Maria Carlucci Lorenzo Porzi Barbara Caputo Elisa Ricci Samuel Rota Buló 67 315 0 26 Apr 2017
Generate To Adapt: Aligning Domains using Generative Adversarial Networks S. Sankaranarayanan Yogesh Balaji Carlos D. Castillo Rama Chellappa GAN OOD 75 649 0 06 Apr 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 152 4,638 0 17 Feb 2017
RMPE: Regional Multi-person Pose Estimation Haoshu Fang Shuqin Xie Yu-Wing Tai Cewu Lu 3DH 92 1,583 0 01 Dec 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 185 10,412 0 21 Jul 2016
Deep Transfer Learning with Joint Adaptation Networks Mingsheng Long Hanhua Zhu Jianmin Wang Michael I. Jordan TTA 60 2,442 0 21 May 2016