A Comprehensive Survey on Source-free Domain Adaptation

23 February 2023

Lei Zhu

Papers citing "A Comprehensive Survey on Source-free Domain Adaptation"

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Title
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Tongkun Xu Weihua Chen Pichao Wang Fan Wang Hao Li Rong Jin ViT 136 220 0 13 Sep 2021
LibFewShot: A Comprehensive Library for Few-shot Learning Wenbin Li Ziyi Ziyi Wang Xuesong Yang C. Dong ... Jing Huo Yinghuan Shi Lei Wang Yang Gao Jiebo Luo VLM 176 69 0 10 Sep 2021
Generation, augmentation, and alignment: A pseudo-source domain based method for source-free domain adaptation Yuntao Du Haiyang Yang Mingcai Chen Juan Jiang Hongtao Luo Chongjun Wang TTA 85 30 0 09 Sep 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 190 71 0 06 Aug 2021
Generalized Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 92 259 0 03 Aug 2021
AUGCO: Augmentation Consistency-guided Self-training for Source-free Domain Adaptive Semantic Segmentation Viraj Prabhu Shivam Khare Deeksha Kartik Judy Hoffman TTA 79 21 0 21 Jul 2021
Semi-Supervised Hypothesis Transfer for Source-Free Domain Adaptation Ning Ma Jiajun Bu Lixian Lu Jun Wen Zhen Zhang Sheng Zhou Xifeng Yan TTA 175 5 0 14 Jul 2021
Uncertainty-Guided Mixup for Semi-Supervised Domain Adaptation without Source Data Ning Ma Jiajun Bu Zhen Zhang Sheng Zhou TTA 74 14 0 14 Jul 2021
Bi-level Feature Alignment for Versatile Image Translation and Manipulation Fangneng Zhan Yingchen Yu Rongliang Wu Jiahui Zhang Kaiwen Cui Aoran Xiao Shijian Lu Ling Shao 119 32 0 07 Jul 2021
Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation Zhen Qiu Yifan Zhang Hongbin Lin Shuaicheng Niu Yanxia Liu Qing Du Mingkui Tan TTA 97 171 0 18 Jun 2021
Cross-domain Contrastive Learning for Unsupervised Domain Adaptation Rui Wang Zuxuan Wu Zejia Weng Jingjing Chen Guo-Jun Qi Yu-Gang Jiang 101 166 0 10 Jun 2021
Source-Free Open Compound Domain Adaptation in Semantic Segmentation Yuyang Zhao Zhun Zhong Zhiming Luo G. Lee N. Sebe TTA 106 89 0 07 Jun 2021
Transformer-Based Source-Free Domain Adaptation Guanglei Yang Hao Tang Zhun Zhong M. Ding Ling Shao N. Sebe Elisa Ricci ViT 77 42 0 28 May 2021
Unsupervised Multi-source Domain Adaptation Without Access to Source Data Sk. Miraj Ahmed Dripta S. Raychaudhuri S. Paul Samet Oymak Amit K. Roy-Chowdhury 57 132 0 05 Apr 2021
Source-Free Domain Adaptation for Semantic Segmentation Yuang Liu Wei Zhang Jun Wang 69 255 0 30 Mar 2021
Unsupervised Robust Domain Adaptation without Source Data Peshal Agarwal D. Paudel Jan-Nico Zaech Luc Van Gool OOD TTA 62 27 0 26 Mar 2021
VDM-DA: Virtual Domain Modeling for Source Data-free Domain Adaptation Jiayi Tian Jing Zhang Wen Li Dong Xu TTA 39 97 0 26 Mar 2021
Transferable Semantic Augmentation for Domain Adaptation Shuang Li Mixue Xie Kaixiong Gong Chi Harold Liu Yulin Wang Wei Li TTA 78 126 0 23 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 258 1,024 0 03 Mar 2021
Self-Supervised Noisy Label Learning for Source-Free Unsupervised Domain Adaptation Weijie Chen Luojun Lin Shicai Yang Di Xie Shiliang Pu Yueting Zhuang Wenqi Ren NoLa SSL 85 57 0 23 Feb 2021
Domain Impression: A Source Data Free Domain Adaptation Method V. Kurmi Venkatesh Subramanian Vinay P. Namboodiri TTA 209 152 0 17 Feb 2021
Source-free Domain Adaptation via Distributional Alignment by Matching Batch Normalization Statistics Masato Ishii Masashi Sugiyama OOD 52 41 0 19 Jan 2021
Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer Jian Liang Dapeng Hu Yunbo Wang Ran He Jiashi Feng 205 259 0 14 Dec 2020
Bi-Classifier Determinacy Maximization for Unsupervised Domain Adaptation Shuang Li Fangrui Lv Binhui Xie Chi Harold Liu Jian Liang Chen Qin 65 115 0 13 Dec 2020
Casting a BAIT for Offline and Online Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 153 51 0 23 Oct 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 684 41,483 0 22 Oct 2020
Generalized Few-shot Semantic Segmentation Zhuotao Tian Xin Lai Li Jiang Shu Liu Michelle Shu Hengshuang Zhao Jiaya Jia VLM 73 82 0 11 Oct 2020
Test-time Unsupervised Domain Adaptation Thomas Varsavsky Mauricio Orbes-Arteaga Carole H. Sudre M. Graham P. Nachev M. Jorge Cardoso OOD 56 56 0 05 Oct 2020
Domain Adaptation Through Task Distillation Brady Zhou Nimit Kalra Philipp Krahenbuhl OOD 54 16 0 27 Aug 2020
Source Free Domain Adaptation with Image Translation Yunzhong Hou Liang Zheng 56 36 0 17 Aug 2020
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Zhuotao Tian Hengshuang Zhao Michelle Shu Zhicheng Yang Ruiyu Li Jiaya Jia 86 519 0 04 Aug 2020
Unsupervised Domain Adaptation in the Absence of Source Data Roshni Sahoo Divya Shanmugam John Guttag OOD 76 18 0 20 Jul 2020
Domain Adaptation without Source Data Youngeun Kim Donghyeon Cho Kyeongtak Han Priyadarshini Panda Sungeun Hong TTA 98 178 0 03 Jul 2020
Source-Relaxed Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 69 85 0 07 May 2020
Maximum Density Divergence for Domain Adaptation Jingjing Li Erpeng Chen Ding Zhengming Zhu Lei Ke Lu Jikang Cheng OOD 71 284 0 27 Apr 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 180 4,580 0 23 Apr 2020
Pretrained Transformers Improve Out-of-Distribution Robustness Dan Hendrycks Xiaoyuan Liu Eric Wallace Adam Dziedzic R. Krishnan Basel Alomair OOD 204 435 0 13 Apr 2020
Universal Source-Free Domain Adaptation Jogendra Nath Kundu Naveen Venkat V. RahulM. R. Venkatesh Babu VLM TTA 80 344 0 09 Apr 2020
Towards Discriminability and Diversity: Batch Nuclear-norm Maximization under Label Insufficient Situations Shuhao Cui Shuhui Wang Junbao Zhuo Liang Li Qingming Huang Q. Tian 86 368 0 27 Mar 2020
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation Jian Liang Dapeng Hu Jiashi Feng 119 1,251 0 20 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 390 18,897 0 13 Feb 2020
Snippext: Semi-supervised Opinion Mining with Augmented Data Zhengjie Miao Yuliang Li Xiaolan Wang W. Tan RALM VLM 70 91 0 07 Feb 2020
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini E. D. Cubuk Alexey Kurakin Han Zhang Colin Raffel AAML 163 3,578 0 21 Jan 2020
Unpaired Multi-modal Segmentation via Knowledge Distillation Qi Dou Quande Liu Pheng Ann Heng Ben Glocker 74 178 0 06 Jan 2020
DMCL: Distillation Multiple Choice Learning for Multimodal Action Recognition Nuno C. Garcia Sarah Adel Bargal Vitaly Ablavsky Pietro Morerio Vittorio Murino Stan Sclaroff 56 49 0 23 Dec 2019
Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion Hongxu Yin Pavlo Molchanov Zhizhong Li J. Álvarez Arun Mallya Derek Hoiem N. Jha Jan Kautz 86 569 0 18 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019
Deep Contextualized Self-training for Low Resource Dependency Parsing Guy Rotman Roi Reichart 96 50 0 11 Nov 2019
A Comprehensive Survey on Transfer Learning Fuzhen Zhuang Zhiyuan Qi Keyu Duan Dongbo Xi Yongchun Zhu Hengshu Zhu Hui Xiong Qing He 192 4,474 0 07 Nov 2019
Federated Adversarial Domain Adaptation Xingchao Peng Zijun Huang Yizhe Zhu Kate Saenko FedML 78 272 0 05 Nov 2019