Unsupervised Multi-source Domain Adaptation Without Access to Source Data

Computer Vision and Pattern Recognition (CVPR), 2021

5 April 2021

Sk. Miraj Ahmed

Dripta S. Raychaudhuri

S. Paul

Samet Oymak

Amit K. Roy-Chowdhury

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Papers citing "Unsupervised Multi-source Domain Adaptation Without Access to Source Data"

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Unified modality separation: A vision-language framework for unsupervised domain adaptationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Xinyao Li Jingjing Li Zhekai Du Lei Zhu Heng Tao Shen VLM 118 1 0 07 Aug 2025
Model Recycling Framework for Multi-Source Data-Free Supervised Transfer Learning Sijia Wang Ricardo Henao 140 0 0 04 Aug 2025
Temporal Restoration and Spatial Rewiring for Source-Free Multivariate Time Series Domain AdaptationKnowledge Discovery and Data Mining (KDD), 2025 Peiliang Gong Yucheng Wang Min Wu Zhenghua Chen Xiaoli Li Daoqiang Zhang AI4TS TTA 221 0 0 23 May 2025
One-Shot Federated Unsupervised Domain Adaptation with Scaled Entropy Attention and Multi-Source Smoothed Pseudo Labeling Ali Abedi Qiang Wu Ning Zhang Farhad Pourpanah FedML 216 0 0 13 Mar 2025
Model Adaptation: Unsupervised Domain Adaptation without Source DataComputer Vision and Pattern Recognition (CVPR), 2020 Rui Li Qianfen Jiao Wenming Cao Hau-San Wong Si Wu OOD 638 553 0 26 Feb 2025
Aggregate to Adapt: Node-Centric Aggregation for Multi-Source-Free Graph Domain AdaptationThe Web Conference (WWW), 2025 Zhen Zhang Bingsheng He 391 2 0 05 Feb 2025
Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain Adaptation Yucheng Wang Peiliang Gong Ruibing Jin Felix Ott Xiaoli Li Lihua Xie Zhenghua Chen TTA 315 5 0 29 Sep 2024
A Comprehensive Survey on Evidential Deep Learning and Its Applications Junyu Gao Mengyuan Chen Liangyu Xiang Changsheng Xu EDL BDL UQCV 359 14 0 07 Sep 2024
Multi-Source and Test-Time Domain Adaptation on Multivariate Signals using Spatio-Temporal Monge Alignment Théo Gnassounou Antoine Collas Rémi Flamary Karim Lounici Alexandre Gramfort 168 4 0 19 Jul 2024
Domain Generalizable Knowledge Tracing via Concept Aggregation and Relation-Based Attention Yuquan Xie Wanqi Yang Jinyu Wei Ming Yang Yang Gao AI4Ed 218 2 0 02 Jul 2024
Proxy Denoising for Source-Free Domain Adaptation Song Tang Wenxin Su Mao Ye Jianwei Zhang Xiatian Zhu Xiatian Zhu 316 10 0 03 Jun 2024
"Forgetting" in Machine Learning and Beyond: A Survey Alyssa Shuang Sha Bernardo Pereira Nunes Armin Haller MU KELM 253 2 0 31 May 2024
More is Better: Deep Domain Adaptation with Multiple Sources Sicheng Zhao Hui Chen Hu Huang Pengfei Xu Guiguang Ding 209 12 0 01 May 2024
EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition Xueye Zheng Lin Wang TTA 189 28 0 21 Mar 2024
Split to Merge: Unifying Separated Modalities for Unsupervised Domain AdaptationComputer Vision and Pattern Recognition (CVPR), 2024 Xinyao Li Yuke Li Zhekai Du Fengling Li Ke Lu Jingjing Li VLM 185 15 0 11 Mar 2024
Selection, Ensemble, and Adaptation: Advancing Multi-Source-Free Domain Adaptation via Architecture Zoo Jiangbo Pei Ruizhe Li Aidong Men Yang Liu Xiahai Zhuang Qingchao Chen 188 1 0 03 Mar 2024
Cross-Domain Transfer Learning with CoRTe: Consistent and Reliable Transfer from Black-Box to Lightweight Segmentation Model Claudia Cuttano A. Tavera Fabio Cermelli Giuseppe Averta Barbara Caputo 186 2 0 20 Feb 2024
SepRep-Net: Multi-source Free Domain Adaptation via Model Separation And Reparameterization Ying Jin Yuan Liu Dahua Lin 212 4 0 13 Feb 2024
Multi-source-free Domain Adaptation via Uncertainty-aware Adaptive DistillationIEEE International Symposium on Biomedical Imaging (ISBI), 2024 Yaxuan Song Jianan Fan Dongnan Liu Weidong Cai 169 3 0 09 Feb 2024
CNG-SFDA: Clean-and-Noisy Region Guided Online-Offline Source-Free Domain AdaptationAsian Conference on Computer Vision (ACCV), 2024 Hyeonwoo Cho Chanmin Park Donghee Kim Jinyoung Kim Won Hwa Kim TTA 365 0 0 26 Jan 2024
LanDA: Language-Guided Multi-Source Domain Adaptation Zhenbin Wang Lei Zhang Lituan Wang Minjuan Zhu 150 14 0 25 Jan 2024
Source-Free Cross-Modal Knowledge Transfer by Unleashing the Potential of Task-Irrelevant DataIEEE Transactions on Image Processing (TIP), 2024 Jinjin Zhu Yucheng Chen Lin Wang 218 4 0 10 Jan 2024
Plug-and-Play Transformer Modules for Test-Time Adaptation Xiangyu Chang Sk. Miraj Ahmed S. Krishnamurthy Başak Güler A. Swami Samet Oymak Amit K. Roy-Chowdhury 438 0 0 06 Jan 2024
H-ensemble: An Information Theoretic Approach to Reliable Few-Shot Multi-Source-Free Transfer Yanru Wu Jianning Wang Weida Wang Yang Li 122 6 0 19 Dec 2023
Effective Restoration of Source Knowledge in Continual Test Time Adaptation Fahim Faisal Niloy Sk. Miraj Ahmed Dripta S. Raychaudhuri Samet Oymak Amit K. Roy-Chowdhury KELM CLL TTA 224 16 0 08 Nov 2023
DAD++: Improved Data-free Test Time Adversarial Defense Gaurav Kumar Nayak Inder Khatri Shubham Randive Ruchit Rawal Anirban Chakraborty AAML 213 2 0 10 Sep 2023
Trust your Good Friends: Source-free Domain Adaptation by Reciprocal Neighborhood ClusteringIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui Jian Yang TTA 193 20 0 01 Sep 2023
Domain-Specificity Inducing Transformers for Source-Free Domain AdaptationIEEE International Conference on Computer Vision (ICCV), 2023 Sunandini Sanyal Ashish Ramayee Asokan Suvaansh Bhambri Akshay Ravindra Kulkarni Jogendra Nath Kundu R. Venkatesh Babu ViT 149 18 0 27 Aug 2023
Prior-guided Source-free Domain Adaptation for Human Pose EstimationIEEE International Conference on Computer Vision (ICCV), 2023 Dripta S. Raychaudhuri Calvin-Khang Ta Arindam Dutta Rohit Lal Amit K. Roy-Chowdhury TTA 3DH 171 17 0 26 Aug 2023
SUMMIT: Source-Free Adaptation of Uni-Modal Models to Multi-Modal TargetsIEEE International Conference on Computer Vision (ICCV), 2023 Cody Simons Dripta S. Raychaudhuri Sk. Miraj Ahmed Suya You Konstantinos Karydis Amit K. Roy-Chowdhury 181 10 0 23 Aug 2023
MS3D++: Ensemble of Experts for Multi-Source Unsupervised Domain Adaptation in 3D Object DetectionIEEE Transactions on Intelligent Vehicles (TIV), 2023 Darren Tsai J. S. Berrio Mao Shan E. Nebot Stewart Worrall 3DPC 170 12 0 11 Aug 2023
FREEDOM: Target Label & Source Data & Domain Information-Free Multi-Source Domain Adaptation for Unsupervised Personalization Eunju Yang Gyusang Cho Chan-Hyun Youn TTA 190 1 0 04 Jul 2023
Multi-Source Test-Time Adaptation as Dueling Bandits for Extractive Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Hai Ye Qizhe Xie Hwee Tou Ng 198 8 0 11 Jun 2023
FACT: Federated Adversarial Cross Training Stefan Schrod Jonas Lippl Andreas Schäfer Michael Altenbuchinger FedML HILM 203 3 0 01 Jun 2023
Representation Transfer Learning via Multiple Pre-trained models for Linear RegressionInternational Symposium on Information Theory (ISIT), 2023 Navjot Singh Suhas Diggavi 192 1 0 25 May 2023
Model-Contrastive Federated Domain Adaptation Chang’an Yi Haotian Chen Yonghui Xu Yifan Zhang MedIm FedML 157 0 0 07 May 2023
CoSDA: Continual Source-Free Domain Adaptation Hao Feng Zhaorui Yang He-Tuo Chen Tianyu Pang Chao Du Minfeng Zhu Wei Chen Shuicheng Yan CLL TTA 213 4 0 13 Apr 2023
MS3D: Leveraging Multiple Detectors for Unsupervised Domain Adaptation in 3D Object Detection Darren Tsai J. S. Berrio Mao Shan E. Nebot Stewart Worrall 3DPC 274 12 0 05 Apr 2023
SFHarmony: Source Free Domain Adaptation for Distributed Neuroimaging AnalysisIEEE International Conference on Computer Vision (ICCV), 2023 Nicola K. Dinsdale M. Jenkinson Ana I. L. Namburete 217 2 0 28 Mar 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution ShiftsInternational Journal of Computer Vision (IJCV), 2023 Jian Liang Ran He Tien-Ping Tan OOD VLM TTA 280 360 0 27 Mar 2023
AdaptGuard: Defending Against Universal Attacks for Model Adaptation Lijun Sheng Jian Liang Ran He Zilei Wang Tien-Ping Tan AAML 228 6 0 19 Mar 2023
A Comprehensive Survey on Source-free Domain AdaptationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Zhiqi Yu Jingjing Li Zhekai Du Lei Zhu Jikang Cheng TTA 276 180 0 23 Feb 2023
Contrast and Clustering: Learning Neighborhood Pair Representation for Source-free Domain Adaptation Yuqi Chen Xiangbin Zhu Yonggang Li Yingjian Li H. Fang SSL 290 4 0 31 Jan 2023
When Source-Free Domain Adaptation Meets Learning with Noisy LabelsInternational Conference on Learning Representations (ICLR), 2023 L. Yi Gezheng Xu Pengcheng Xu Jiaqi Li Ruizhi Pu Charles Ling A. McLeod Boyu Wang 277 55 0 31 Jan 2023
Source-Free Unsupervised Domain Adaptation: A SurveyNeural Networks (NN), 2022 Yuqi Fang P. Yap W. Lin Hongtu Zhu Mingxia Liu 431 136 0 31 Dec 2022
Union-set Multi-source Model Adaptation for Semantic SegmentationEuropean Conference on Computer Vision (ECCV), 2022 Zongyao Li Ren Togo Takahiro Ogawa Miki Haseyama 136 5 0 06 Dec 2022
CoNMix for Source-free Single and Multi-target Domain AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Vikash Kumar Rohit Lal Himanshu Patil Anirban Chakraborty TTA 134 31 0 07 Nov 2022
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-ExpertsNeural Information Processing Systems (NeurIPS), 2022 Tao Zhong Zhixiang Chi Li Gu Yang Wang Yuanhao Yu Jingshan Tang OOD 257 51 0 08 Oct 2022
Multi-Prompt Alignment for Multi-Source Unsupervised Domain AdaptationNeural Information Processing Systems (NeurIPS), 2022 Haoran Chen Xintong Han Zuxuan Wu Yu-Gang Jiang 295 39 0 30 Sep 2022
Uncertainty-Induced Transferability Representation for Source-Free Unsupervised Domain AdaptationIEEE Transactions on Image Processing (IEEE TIP), 2022 Jiangbo Pei Zhuqing Jiang Aidong Men Liang Chen Yang Liu Qingchao Chen 177 33 0 30 Aug 2022