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Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation

20 February 2020

Jian Liang

Dapeng Hu

Jiashi Feng

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Papers citing "Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation"

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Title
Attention-based Cross-Layer Domain Alignment for Unsupervised Domain Adaptation Xu Ma Junkun Yuan Yen-wei Chen Ruofeng Tong Lanfen Lin 86 12 0 27 Feb 2022
Multi-Source Unsupervised Domain Adaptation via Pseudo Target Domain Chuan-Xian Ren Yong-Jin Liu Xiwen Zhang Ke-Kun Huang AAML OOD 106 103 0 22 Feb 2022
Source-Free Progressive Graph Learning for Open-Set Domain Adaptation Yadan Luo Zijian Wang Zhuoxiao Chen Zi Huang Mahsa Baktashmotlagh AI4CE 151 41 0 13 Feb 2022
A Field of Experts Prior for Adapting Neural Networks at Test Time Neerav Karani G. Brunner Ertunc Erdil Simin Fei K. Tezcan K. Chaitanya E. Konukoglu OOD 104 2 0 10 Feb 2022
On Balancing Bias and Variance in Unsupervised Multi-Source-Free Domain Adaptation Maohao Shen Yuheng Bu Greg Wornell 335 17 0 01 Feb 2022
A Privacy-Preserving Unsupervised Domain Adaptation Framework for Clinical Text Analysis Qi A. An Ruijiang Li Lin Gu Hao Zhang Qingyu Chen Zhiyong Lu Fei Wang Yingying Zhu OOD 62 4 0 18 Jan 2022
OmniPrint: A Configurable Printed Character Synthesizer Haozhe Sun Wei-Wei Tu Isabelle M Guyon SyDa 120 7 0 17 Jan 2022
Domain Adaptation via Bidirectional Cross-Attention Transformer Xiyu Wang Pengxin Guo Yu Zhang ViT 104 21 0 15 Jan 2022
Transferability in Deep Learning: A Survey Junguang Jiang Yang Shu Jianmin Wang Mingsheng Long OOD 109 118 0 15 Jan 2022
Parameter-free Online Test-time Adaptation Malik Boudiaf Romain Mueller Ismail Ben Ayed Luca Bertinetto TTA 101 174 0 15 Jan 2022
Revisiting Deep Subspace Alignment for Unsupervised Domain Adaptation Kowshik Thopalli Jayaraman J. Thiagarajan Rushil Anirudh Pavan Turaga 79 0 0 05 Jan 2022
Data-Free Knowledge Transfer: A Survey Yuang Liu Wei Zhang Jun Wang Jianyong Wang 155 51 0 31 Dec 2021
FRuDA: Framework for Distributed Adversarial Domain Adaptation Shaoduo Gan Akhil Mathur Anton Isopoussu F. Kawsar N. Bianchi-Berthouze Nicholas D. Lane 102 14 0 26 Dec 2021
Disentanglement by Cyclic Reconstruction David Bertoin Emmanuel Rachelson OOD 107 4 0 24 Dec 2021
Reciprocal Normalization for Domain Adaptation Zhiyong Huang Kekai Sheng Ke Li Jian Liang Taiping Yao Weiming Dong D. Zhou Xing Sun 112 12 0 20 Dec 2021
UMAD: Universal Model Adaptation under Domain and Category Shift Jian Liang Dapeng Hu Jiashi Feng Ran He 92 33 0 16 Dec 2021
A Survey of Unsupervised Domain Adaptation for Visual Recognition Youshan Zhang OOD 125 48 0 13 Dec 2021
Burn After Reading: Online Adaptation for Cross-domain Streaming Data Luyu Yang M. Gao Zeyuan Chen Ran Xu Abhinav Shrivastava Chetan Ramaiah 87 4 0 08 Dec 2021
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey G. Csurka Riccardo Volpi Boris Chidlovskii OOD VLM 3DV 174 42 0 06 Dec 2021
Unsupervised Adaptation of Semantic Segmentation Models without Source Data S. Paul Ansh Khurana Gaurav Aggarwal OOD 243 7 0 04 Dec 2021
SITA: Single Image Test-time Adaptation Ansh Khurana S. Paul Piyush Rai Soma Biswas Gaurav Aggarwal 190 55 0 04 Dec 2021
Unsupervised Domain Generalization by Learning a Bridge Across Domains Sivan Harary Eli Schwartz Assaf Arbelle Peter W. J. Staar Shady Abu Hussein ... Hildegard Kuehne Dina Katabi Kate Saenko Rogerio Feris Leonid Karlinsky OOD 159 44 0 04 Dec 2021
Novel Class Discovery in Semantic Segmentation Yuyang Zhao Zhun Zhong N. Sebe G. Lee 115 34 0 03 Dec 2021
Source Free Unsupervised Graph Domain Adaptation Haitao Mao Lun Du Yujia Zheng Qiang Fu Zelin Li Xu Chen Shi Han Dongmei Zhang 143 8 0 02 Dec 2021
The Norm Must Go On: Dynamic Unsupervised Domain Adaptation by Normalization M. Jehanzeb Mirza Jakub Micorek Horst Possegger Horst Bischof 155 148 0 01 Dec 2021
Unsupervised Domain Adaptation: A Reality Check Kevin Musgrave Serge Belongie Ser-Nam Lim 110 23 0 30 Nov 2021
Exploiting Both Domain-specific and Invariant Knowledge via a Win-win Transformer for Unsupervised Domain Adaptation Wen-hui Ma Jinming Zhang Shuang Li Chi Harold Liu Yulin Wang Wei Li ViT 91 11 0 25 Nov 2021
Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation Binhui Xie Longhui Yuan Shuang Li Chi Harold Liu Xinjing Cheng UQCV 115 98 0 25 Nov 2021
Domain Prompt Learning for Efficiently Adapting CLIP to Unseen Domains Xinyu Zhang S. Gu Yutaka Matsuo Yusuke Iwasawa VLM 203 49 0 25 Nov 2021
One to Transfer All: A Universal Transfer Framework for Vision Foundation Model with Few Data Yujie Wang Junqin Huang Mengya Gao Yichao Wu Zhen-fei Yin Ding Liang Junjie Yan 91 0 0 24 Nov 2021
Source-free unsupervised domain adaptation for cross-modality abdominal multi-organ segmentation Jin Hong Yudong Zhang Weitian Chen OOD MedIm 166 97 0 24 Nov 2021
DAPPER: Label-Free Performance Estimation after Personalization for Heterogeneous Mobile Sensing Taesik Gong Yewon Kim Adiba Orzikulova Yunxin Liu Sung Ju Hwang Jinwoo Shin Sung-Ju Lee 116 10 0 22 Nov 2021
INTERN: A New Learning Paradigm Towards General Vision Jing Shao Siyu Chen Yangguang Li Kun Wang Zhen-fei Yin ... F. Yu Junjie Yan Dahua Lin Xiaogang Wang Yu Qiao 151 35 0 16 Nov 2021
On-Demand Unlabeled Personalized Federated Learning Ohad Amosy G. Eyal Gal Chechik FedML 126 2 0 16 Nov 2021
Deep Least Squares Alignment for Unsupervised Domain Adaptation Youshan Zhang Brian D. Davison 83 3 0 03 Nov 2021
Adapting to the Long Tail: A Meta-Analysis of Transfer Learning Research for Language Understanding Tasks Aakanksha Naik J. Lehman Carolyn Rose 141 7 0 02 Nov 2021
Mapping conditional distributions for domain adaptation under generalized target shift Matthieu Kirchmeyer A. Rakotomamonjy Emmanuel de Bézenac Patrick Gallinari OOD 133 0 0 26 Oct 2021
A Prototype-Oriented Framework for Unsupervised Domain Adaptation Korawat Tanwisuth Xinjie Fan Huangjie Zheng Shujian Zhang A. Leon-Garcia Bo Chen Mingyuan Zhou 226 112 0 22 Oct 2021
MixNorm: Test-Time Adaptation Through Online Normalization Estimation Xuefeng Hu M. Uzunbas Sirius Chen Rui Wang Ashish Shah Ram Nevatia Ser-Nam Lim TTA 91 51 0 21 Oct 2021
Test time Adaptation through Perturbation Robustness Prabhu Teja Sivaprasad Franccois Fleuret TTA OOD 96 39 0 19 Oct 2021
Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization Junkun Yuan Xu Ma Defang Chen Leilei Gan Lanfen Lin Kun Kuang FedML 153 27 0 13 Oct 2021
Domain Adaptive Semantic Segmentation without Source Data Fuming You Jingjing Li Lei Zhu Ke Lu Zhi Chen Zi Huang 128 58 0 13 Oct 2021
Reducing the Covariate Shift by Mirror Samples in Cross Domain Alignment Yin Zhao Minquan Wang Longjun Cai OOD 165 10 0 13 Oct 2021
Towards Data-Free Domain Generalization A. Frikha Haokun Chen Denis Krompass Thomas Runkler Volker Tresp OOD 251 15 0 09 Oct 2021
Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 195 275 0 08 Oct 2021
Model Adaptation: Historical Contrastive Learning for Unsupervised Domain Adaptation without Source Data Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 363 239 0 07 Oct 2021
Knothe-Rosenblatt transport for Unsupervised Domain Adaptation Aladin Virmaux Illyyne Saffar Jianfeng Zhang Jun Yao OOD 62 0 0 06 Oct 2021
Test-time Batch Statistics Calibration for Covariate Shift Fuming You Jingjing Li Zhou Zhao OOD 98 58 0 06 Oct 2021
Distribution Mismatch Correction for Improved Robustness in Deep Neural Networks Alexander Fuchs Christian Knoll Franz Pernkopf OOD 53 3 0 05 Oct 2021
Instrumental Variable-Driven Domain Generalization with Unobserved Confounders Junkun Yuan Xu Ma Ruoxuan Xiong Biwei Huang Xiangyu Liu Leilei Gan Lanfen Lin Kun Kuang OOD CML 137 13 0 04 Oct 2021