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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
Domain-Specific Bias Filtering for Single Labeled Domain Generalization Junkun Yuan Xu Ma Defang Chen Kun Kuang Leilei Gan Lanfen Lin 217 26 0 02 Oct 2021
Algorithm Fairness in AI for Medicine and Healthcare Richard J. Chen Tiffany Y. Chen Jana Lipkova Judy J. Wang Drew F. K. Williamson Ming Y. Lu S. Sahai Faisal Mahmood FaML 218 47 0 01 Oct 2021
Semi-Supervised Adversarial Discriminative Domain Adaptation Thai Nguyen Anh Nguyen Nghia Le H. Le GAN 111 12 0 27 Sep 2021
Training on Test Data with Bayesian Adaptation for Covariate Shift Aurick Zhou Sergey Levine OOD TTA 137 13 0 27 Sep 2021
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Tongkun Xu Weihua Chen Pichao Wang Fan Wang Hao Li Rong Jin ViT 258 243 0 13 Sep 2021
Task Guided Compositional Representation Learning for ZDA Shuang Liu Mete Ozay OOD 108 0 0 13 Sep 2021
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph Nuttapong Chairatanakul Noppayut Sriwatanasakdi Nontawat Charoenphakdee Xin Liu T. Murata 120 4 0 09 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 138 32 0 09 Sep 2021
On-target Adaptation Dequan Wang Shaoteng Liu Sayna Ebrahimi Evan Shelhamer Trevor Darrell TTA 115 19 0 02 Sep 2021
A Framework for Supervised Heterogeneous Transfer Learning using Dynamic Distribution Adaptation and Manifold Regularization Md. Geaur Rahman M. Islam 116 2 0 27 Aug 2021
Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation Jogendra Nath Kundu Akshay Ravindra Kulkarni Amit Singh Varun Jampani R. Venkatesh Babu TTA 118 131 0 25 Aug 2021
TVT: Transferable Vision Transformer for Unsupervised Domain Adaptation Jinyu Yang Jingjing Liu N. Xu Junzhou Huang 148 142 0 12 Aug 2021
NI-UDA: Graph Adversarial Domain Adaptation from Non-shared-and-Imbalanced Big Data to Small Imbalanced Applications Guangyi Xiao Weiwei Xiang Huan Liu Hao Chen Shun Peng Jingzhi Guo Zhiguo Gong 103 0 0 11 Aug 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 250 81 0 06 Aug 2021
Generalized Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 188 266 0 03 Aug 2021
Nearest Neighborhood-Based Deep Clustering for Source Data-absent Unsupervised Domain Adaptation Song Tang Yan Yang Zhiyuan Ma Norman Hendrich Fanyu Zeng Shiping Ge Changshui Zhang Jianwei Zhang OOD 124 17 0 27 Jul 2021
Domain Adaptation without Model Transferring Kunhong Wu Yucheng Shi Yahong Han Yunfeng Shao Bingshuai Li Qi Tian OOD 100 0 0 21 Jul 2021
AUGCO: Augmentation Consistency-guided Self-training for Source-free Domain Adaptive Semantic Segmentation Viraj Prabhu Shivam Khare Deeksha Kartik Judy Hoffman TTA 131 20 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 233 6 0 14 Jul 2021
Uncertainty-Guided Mixup for Semi-Supervised Domain Adaptation without Source Data Ning Ma Jiajun Bu Zhen Zhang Sheng Zhou TTA 110 16 0 14 Jul 2021
Fast Batch Nuclear-norm Maximization and Minimization for Robust Domain Adaptation Shuhao Cui Shuhui Wang Junbao Zhuo Liang Li Qingming Huang Qi Tian 183 25 0 13 Jul 2021
Source-Free Adaptation to Measurement Shift via Bottom-Up Feature Restoration Cian Eastwood I. Mason Christopher K. I. Williams Bernhard Schölkopf TTA 101 55 0 12 Jul 2021
ADAPT : Awesome Domain Adaptation Python Toolbox Antoine de Mathelin Mounir Atiq Guillaume Richard Alejandro de la Concha Mouad Yachouti Franccois Deheeger Mathilde Mougeot Nicolas Vayatis TTA 104 49 0 07 Jul 2021
Learning Invariant Representation with Consistency and Diversity for Semi-supervised Source Hypothesis Transfer Xiaodong Wang Junbao Zhuo Shuhao Cui Shuhui Wang 128 6 0 07 Jul 2021
Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation Chaithanya Kumar Mummadi Robin Hutmacher K. Rambach Evgeny Levinkov Thomas Brox J. H. Metzen TTA OOD 194 74 0 28 Jun 2021
Adapting Off-the-Shelf Source Segmenter for Target Medical Image Segmentation Xiaofeng Liu Fangxu Xing Chao Yang Xiaofeng Liu Jonghye Woo OOD 123 65 0 23 Jun 2021
Mutual-Information Based Few-Shot Classification Malik Boudiaf Imtiaz Masud Ziko Jérôme Rony Jose Dolz Ismail Ben Ayed Pablo Piantanida VLM 100 2 0 23 Jun 2021
Secure Domain Adaptation with Multiple Sources Serban Stan Mohammad Rostami 121 13 0 23 Jun 2021
Source Data-Free Cross-Domain Semantic Segmentation: Align, Teach and Propagate Yuxi Wang Jian Liang Zhaoxiang Zhang 178 10 0 22 Jun 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 127 185 0 18 Jun 2021
Non-Transferable Learning: A New Approach for Model Ownership Verification and Applicability Authorization Lixu Wang Shichao Xu Ruiqi Xu Tianlin Li Qi Zhu AAML 162 51 0 13 Jun 2021
TOHAN: A One-step Approach towards Few-shot Hypothesis Adaptation Haoang Chi Feng Liu Wenjing Yang L. Lan Tongliang Liu Bo Han William Cheung James T. Kwok 121 27 0 11 Jun 2021
Cross-domain Contrastive Learning for Unsupervised Domain Adaptation Rui Wang Zuxuan Wu Zejia Weng Jingjing Chen Guo-Jun Qi Yu-Gang Jiang 134 187 0 10 Jun 2021
Cross-Domain Gradient Discrepancy Minimization for Unsupervised Domain Adaptation Zhekai Du Jingjing Li Hongzu Su Lei Zhu Ke Lu 106 170 0 08 Jun 2021
Source-Free Open Compound Domain Adaptation in Semantic Segmentation Yuyang Zhao Zhun Zhong Shaozi Li G. Lee N. Sebe TTA 135 95 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 107 43 0 28 May 2021
Bridging Few-Shot Learning and Adaptation: New Challenges of Support-Query Shift Etienne Bennequin Victor Bouvier Myriam Tami Antoine Toubhans C´eline Hudelot 161 14 0 25 May 2021
Fighting Gradients with Gradients: Dynamic Defenses against Adversarial Attacks Dequan Wang An Ju Evan Shelhamer David Wagner Trevor Darrell AAML 150 29 0 18 May 2021
Unsupervised domain adaptation via double classifiers based on high confidence pseudo label Hui Chen Li Li Jie-bin Chen Kuo-Yi Lin 117 1 0 11 May 2021
Sign Segmentation with Changepoint-Modulated Pseudo-Labelling Katrin Renz N. Stache Neil Fox Gül Varol Samuel Albanie 98 18 0 28 Apr 2021
If your data distribution shifts, use self-learning E. Rusak Steffen Schneider George Pachitariu L. Eck Peter V. Gehler Oliver Bringmann Wieland Brendel Matthias Bethge VLM OOD TTA 280 33 0 27 Apr 2021
Towards Corruption-Agnostic Robust Domain Adaptation Yifan Xu Kekai Sheng Weiming Dong Baoyuan Wu Changsheng Xu Bao-Gang Hu 108 9 0 21 Apr 2021
Visualizing Adapted Knowledge in Domain Transfer Yunzhong Hou Liang Zheng 247 58 0 20 Apr 2021
On Universal Black-Box Domain Adaptation Bin Deng Yabin Zhang Hui Tang Changxing Ding Kui Jia 40 11 0 10 Apr 2021
PrivateSNN: Privacy-Preserving Spiking Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2024 Youngeun Kim Yeshwanth Venkatesha Priyadarshini Panda 113 26 0 07 Apr 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 108 137 0 05 Apr 2021
DINE: Domain Adaptation from Single and Multiple Black-box Predictors Jian Liang Dapeng Hu Jiashi Feng Ran He 166 95 0 04 Apr 2021
Source-Free Domain Adaptation for Semantic Segmentation Yuang Liu Wei Zhang Jun Wang 110 278 0 30 Mar 2021
Unsupervised Robust Domain Adaptation without Source Data Peshal Agarwal D. Paudel Jan-Nico Zaech Luc Van Gool OOD TTA 93 29 0 26 Mar 2021
VDM-DA: Virtual Domain Modeling for Source Data-free Domain Adaptation Jiayi Tian Jing Zhang Wen Li Dong Xu TTA 78 105 0 26 Mar 2021