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Video Unsupervised Domain Adaptation with Deep Learning: A Comprehensive Survey

17 November 2022

Yuecong Xu

Lihua Xie

Papers citing "Video Unsupervised Domain Adaptation with Deep Learning: A Comprehensive Survey"

50 / 91 papers shown

Title
GLAD: Global-Local View Alignment and Background Debiasing for Unsupervised Video Domain Adaptation with Large Domain Gap Hyogun Lee Kyungho Bae Seong Jong Ha Yumin Ko Gyeong-Moon Park Jinwoo Choi 30 2 0 21 Nov 2023
Spatio-Temporal Pixel-Level Contrastive Learning-based Source-Free Domain Adaptation for Video Semantic Segmentation Shao-Yuan Lo Poojan Oza Sumanth Chennupati Alejandro Galindo Vishal M. Patel 53 14 0 25 Mar 2023
Augmenting and Aligning Snippets for Few-Shot Video Domain Adaptation Yuecong Xu Jianfei Yang Yunjiao Zhou Zhenghua Chen Min-man Wu Xiaoli Li 68 5 0 18 Mar 2023
Domain Adaptive Video Segmentation via Temporal Pseudo Supervision Yun Xing Dayan Guan Jiaxing Huang Shijian Lu VOS 61 19 0 06 Jul 2022
CycDA: Unsupervised Cycle Domain Adaptation from Image to Video Wei Lin Anna Kukleva Kunyang Sun Horst Possegger Hilde Kuehne Horst Bischof VGen 91 7 0 30 Mar 2022
FLAVA: A Foundational Language And Vision Alignment Model Amanpreet Singh Ronghang Hu Vedanuj Goswami Guillaume Couairon Wojciech Galuba Marcus Rohrbach Douwe Kiela CLIP VLM 102 715 0 08 Dec 2021
TCGL: Temporal Contrastive Graph for Self-supervised Video Representation Learning Yang Liu Keze Wang Lingbo Liu Hao Lan Liang Lin SSL AI4TS 102 113 0 07 Dec 2021
Weakly-Supervised Video Object Grounding via Causal Intervention Wei Wang Junyu Gao Changsheng Xu CML 82 22 0 01 Dec 2021
Contrast and Mix: Temporal Contrastive Video Domain Adaptation with Background Mixing Aadarsh Sahoo Rutav Shah Yikang Shen Kate Saenko Abir Das 51 64 0 28 Oct 2021
Multi-Source Video Domain Adaptation with Temporal Attentive Moment Alignment Yuecong Xu Jianfei Yang Haozhi Cao Keyu Wu Min-man Wu Rui Zhao Zhenghua Chen TTA 87 22 0 21 Sep 2021
Adversarial Unsupervised Domain Adaptation with Conditional and Label Shift: Infer, Align and Iterate Xiaofeng Liu Zhenhua Guo Site Li Fangxu Xing J. You C.-C. Jay Kuo Xiaofeng Liu Jonghye Woo 101 74 0 28 Jul 2021
Transporting Causal Mechanisms for Unsupervised Domain Adaptation Zhongqi Yue Qianru Sun Xiansheng Hua Hanwang Zhang CML 110 56 0 23 Jul 2021
Domain Adaptive Video Segmentation via Temporal Consistency Regularization Dayan Guan Jiaxing Huang Aoran Xiao Shijian Lu 56 38 0 23 Jul 2021
Partial Video Domain Adaptation with Partial Adversarial Temporal Attentive Network Yuecong Xu Jianfei Yang Haozhi Cao Qi Li K. Mao Zhenghua Chen AI4TS 91 32 0 11 Jul 2021
Aligning Correlation Information for Domain Adaptation in Action Recognition Yuecong Xu Jianfei Yang Haozhi Cao K. Mao Jianxiong Yin Simon See 76 38 0 11 Jul 2021
BABEL: Bodies, Action and Behavior with English Labels Abhinanda R. Punnakkal Arjun Chandrasekaran Nikos Athanasiou Alejandra Quiros-Ramirez Michael J. Black Max Planck Institute for Intelligent Systems 66 218 0 17 Jun 2021
PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training Luke Melas-Kyriazi Arjun K. Manrai 70 118 0 17 May 2021
Revisiting Skeleton-based Action Recognition Haodong Duan Yue Zhao Kai-xiang Chen Dahua Lin Bo Dai 3DH 80 500 0 28 Apr 2021
Action Segmentation with Mixed Temporal Domain Adaptation Min-Hung Chen Baopu Li Yingze Bao Ghassan AlRegib 87 30 0 15 Apr 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 225 2,163 0 29 Mar 2021
Video Class Agnostic Segmentation Benchmark for Autonomous Driving Mennatullah Siam Alex Kendall Martin Jägersand VOS VLM 68 20 0 19 Mar 2021
Less is More: ClipBERT for Video-and-Language Learning via Sparse Sampling Jie Lei Linjie Li Luowei Zhou Zhe Gan Tamara L. Berg Joey Tianyi Zhou Jingjing Liu CLIP 127 664 0 11 Feb 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 389 2,061 0 09 Feb 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 128 1,757 0 05 Feb 2021
A Short Note on the Kinetics-700-2020 Human Action Dataset Lucas Smaira João Carreira Eric Noland Ellen Clancy Amy Wu Andrew Zisserman 84 139 0 21 Oct 2020
Active Domain Adaptation via Clustering Uncertainty-weighted Embeddings Viraj Prabhu Arjun Chandrasekaran Kate Saenko Judy Hoffman OOD 138 128 0 16 Oct 2020
A Survey of Deep Active Learning Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Brij B. Gupta Xiaojiang Chen Xin Wang 103 1,146 0 30 Aug 2020
Dual Mixup Regularized Learning for Adversarial Domain Adaptation Yuan Wu Diana Inkpen Ahmed El-Roby 52 168 0 07 Jul 2020
Space-Time Correspondence as a Contrastive Random Walk Allan Jabri Andrew Owens Alexei A. Efros SSL OT 88 302 0 25 Jun 2020
ARID: A New Dataset for Recognizing Action in the Dark Yuecong Xu Jianfei Yang Haozhi Cao K. Mao Jianxiong Yin Simon See 52 72 0 06 Jun 2020
Neural Unsupervised Domain Adaptation in NLP---A Survey Alan Ramponi Barbara Plank OOD 102 259 0 31 May 2020
Generative Adversarial Networks (GANs Survey): Challenges, Solutions, and Future Directions Divya Saxena Jiannong Cao AAML AI4CE 105 299 0 30 Apr 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 154 4,566 0 23 Apr 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 124 728 0 19 Mar 2020
A Unified View of Label Shift Estimation Saurabh Garg Yifan Wu Sivaraman Balakrishnan Zachary Chase Lipton 69 146 0 17 Mar 2020
Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation Jinyu Yang Weizhi An Sheng Wang Xinliang Zhu Chao-chao Yan Junzhou Huang 110 109 0 10 Mar 2020
Domain Adaptation with Conditional Distribution Matching and Generalized Label Shift Rémi Tachet des Combes Han Zhao Yu Wang Geoffrey J. Gordon OOD AAML VLM 74 189 0 10 Mar 2020
Transferring Cross-domain Knowledge for Video Sign Language Recognition Dongxu Li Xin Yu Chenchen Xu L. Petersson Hongdong Li SLR 92 104 0 08 Mar 2020
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Min-Hung Chen Baopu Li Sid Ying-Ze Bao G. Al-Regib Z. Kira TTA 122 122 0 05 Mar 2020
Unsupervised Multi-Class Domain Adaptation: Theory, Algorithms, and Practice Yabin Zhang Bin Deng Hui Tang Lei Zhang Kui Jia AI4CE 48 75 0 20 Feb 2020
Improve Unsupervised Domain Adaptation with Mixup Training Shen Yan Huan Song Nanxiang Li Lincan Zou Liu Ren 89 234 0 03 Jan 2020
Adversarial Cross-Domain Action Recognition with Co-Attention Boxiao Pan Zhangjie Cao Ehsan Adeli Juan Carlos Niebles ViT 72 104 0 22 Dec 2019
Adversarial Domain Adaptation with Domain Mixup Minghao Xu Jian Zhang Bingbing Ni Teng Li Chengjie Wang Qi Tian Wenjun Zhang 57 447 0 04 Dec 2019
Deep Image-to-Video Adaptation and Fusion Networks for Action Recognition Yang Liu Zhaoyang Lu Jing Li Tao Yang Chao Yao 71 51 0 25 Nov 2019
A Comprehensive Survey on Transfer Learning Fuzhen Zhuang Zhiyuan Qi Keyu Duan Dongbo Xi Yongchun Zhu Hengshu Zhu Hui Xiong Qing He 183 4,468 0 07 Nov 2019
Federated Adversarial Domain Adaptation Xingchao Peng Zijun Huang Yizhe Zhu Kate Saenko FedML 68 272 0 05 Nov 2019
Global Temporal Representation based CNNs for Infrared Action Recognition Yang Liu Zhaoyang Lu Jing Li Tao Yang Chao Yao 56 55 0 18 Sep 2019
Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning Eric Arazo Diego Ortego Paul Albert Noel E. O'Connor Kevin McGuinness 119 843 0 08 Aug 2019
HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video Clips Antoine Miech Dimitri Zhukov Jean-Baptiste Alayrac Makarand Tapaswi Ivan Laptev Josef Sivic VGen 118 1,207 0 07 Jun 2019
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 89 2,359 0 06 Jun 2019