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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
Technical note on Sequential Test-Time Adaptation via Martingale-Driven Fisher Prompting Behraj Khan T. Syed 4 0 0 04 Oct 2025
Bayesian Test-time Adaptation for Object Recognition and Detection with Vision-language Models Lihua Zhou Mao Ye Shuaifeng Li Nianxin Li Jinlin Wu X. Zhu Lei Deng Hongbin Liu Jiebo Luo Zhen Lei BDL VLM TTA 110 0 0 03 Oct 2025
Confidence and Dispersity as Signals: Unsupervised Model Evaluation and Ranking Weijian Deng Weijie Tu Ibrahim Radwan Mohammad Abu Alsheikh Stephen Gould Liang Zheng 8 0 0 03 Oct 2025
Consistent Assistant Domains Transformer for Source-free Domain Adaptation Renrong Shao Wei Zhang Kangyang Luo Qin Li and Jun Wang 12 0 0 02 Oct 2025
Source-Free Cross-Domain Continual Learning Muhammad Furqon Mahardhika Pratama Igor Skrjanc Lin Liu Habibullah Habibullah K. Doğançay CLL BDL 52 0 0 02 Oct 2025
VirDA: Reusing Backbone for Unsupervised Domain Adaptation with Visual Reprogramming D. Nguyen D. Nguyen 0 0 0 02 Oct 2025
Black-Box Time-Series Domain Adaptation via Cross-Prompt Foundation Models Muhammad Furqon Mahardhika Pratama Igor Skrjanc Lin Liu Habibullah Habibullah K. Doğançay AI4TS 0 0 0 01 Oct 2025
Vicinity-Guided Discriminative Latent Diffusion for Privacy-Preserving Domain Adaptation Jing Wang Wonho Bae Jiahong Chen Wenxu Wang Junhyug Noh 0 0 0 01 Oct 2025
DAM: Dual Active Learning with Multimodal Foundation Model for Source-Free Domain Adaptation Xi Chen Hongxun Yao Zhaopan Xu Kui Jiang VLM 0 0 0 29 Sep 2025
TRUST: Test-Time Refinement using Uncertainty-Guided SSM Traverses Sahar Dastani Ali Bahri G. A. V. Hakim Moslem Yazdanpanah Mehrdad Noori David Osowiechi Samuel Barbeau Ismail Ben Ayed H. Lombaert Christian Desrosiers TTA 40 0 0 26 Sep 2025
A Tale of Two Experts: Cooperative Learning for Source-Free Unsupervised Domain Adaptation Jiaping Yu Muli Yang Jiapeng Ji Jiexi Yan Cheng Deng 0 0 0 26 Sep 2025
MI-Fuse: Label Fusion for Unsupervised Domain Adaptation with Closed-Source Large-Audio Language Model Hsiao-Ying Huang Yi-Cheng Lin Hung-yi Lee 0 0 0 25 Sep 2025
Source-Free Domain Adaptive Semantic Segmentation of Remote Sensing Images with Diffusion-Guided Label Enrichment Wenjie Liu Hongmin Liu Lixin Zhang Bin Fan DiffM 0 0 0 23 Sep 2025
COLA: Context-aware Language-driven Test-time Adaptation Aiming Zhang Tianyuan Yu Liang Bai Jun Tang Yanming Guo Yirun Ruan Yun Zhou Zhihe Lu TTA VLM 36 0 0 22 Sep 2025
Training-Free Label Space Alignment for Universal Domain Adaptation Dujin Lee Sojung An Jungmyung Wi Kuniaki Saito Donghyun Kim VLM 8 0 0 22 Sep 2025
SCoDA: Self-supervised Continual Domain Adaptation Chirayu Agrawal Snehasis Mukherjee CLL TTA 44 0 0 12 Sep 2025
Grad-CL: Source Free Domain Adaptation with Gradient Guided Feature Disalignment Rini Smita Thakur Rajeev Ranjan Dwivedi Vinod K. Kurmi 20 0 0 12 Sep 2025
"A 6 or a 9?": Ensemble Learning Through the Multiplicity of Performant Models and Explanations Gianlucca L. Zuin Adriano Veloso 8 0 0 11 Sep 2025
Rethinking the Backbone in Class Imbalanced Federated Source Free Domain Adaptation: The Utility of Vision Foundation Models Kosuke Kihara Junki Mori Taiki Miyagawa Akinori F. Ebihara FedML 20 0 0 10 Sep 2025
Adapt in the Wild: Test-Time Entropy Minimization with Sharpness and Feature Regularization Shuaicheng Niu Guohao Chen Deyu Chen Yifan Zhang Jiaxiang Wu Z. Wen Yaofo Chen P. Zhao Chunyan Miao Mingkui Tan AAML 12 1 0 05 Sep 2025
StableSleep: Source-Free Test-Time Adaptation for Sleep Staging with Lightweight Safety Rails Hritik Arasu Faisal R Jahangiri TTA 36 0 0 03 Sep 2025
ADVMEM: Adversarial Memory Initialization for Realistic Test-Time Adaptation via Tracklet-Based Benchmarking Shyma Alhuwaider Motasem Alfarra Juan C. Pérez Merey Ramazanova Bernard Ghanem TTA 28 0 0 02 Sep 2025
Unsupervised Video Continual Learning via Non-Parametric Deep Embedded Clustering Nattapong Kurpukdee Adrian G. Bors 16 0 0 29 Aug 2025
Feature-Space Planes Searcher: A Universal Domain Adaptation Framework for Interpretability and Computational Efficiency Zhitong Cheng Yiran Jiang Yulong Ge Yufeng Li Zhongheng Qin Rongzhi Lin Jianwei Ma 32 0 0 26 Aug 2025
Label Smoothing++: Enhanced Label Regularization for Training Neural Networks S. Chhabra Hemanth Venkateswara Baoxin Li 8 0 0 22 Aug 2025
Domain Adaptation via Feature Refinement S. Karatsiolis A. Kamilaris OOD 40 0 0 22 Aug 2025
FOCUS: Frequency-Optimized Conditioning of DiffUSion Models for mitigating catastrophic forgetting during Test-Time Adaptation Gabriel Tjio Jie Zhang Xulei Yang Yun Xing N. Chung Xiaofeng Cao Ivor W. Tsang C. Kwoh Qing Guo DiffM AAML 72 0 0 20 Aug 2025
Federated Learning for Epileptic Seizure Prediction Across Heterogeneous EEG Datasets Cem Ata Baykara Saurav R. Pandey Ali Burak Ünal Harlin Lee Mete Akgün FedML 28 0 0 11 Aug 2025
Personalized Feature Translation for Expression Recognition: An Efficient Source-Free Domain Adaptation Method Masoumeh Sharafi Soufiane Belharbi Houssem Ben Salem Ali Etemad A. L. Koerich M. Pedersoli Simon L Bacon Mohammadhadi Shateri 52 0 0 08 Aug 2025
Adapting Vision-Language Models Without Labels: A Comprehensive Survey Hao Dong Lijun Sheng Jian Liang Ran He Eleni Chatzi Olga Fink OffRL VLM 79 2 0 07 Aug 2025
Unified modality separation: A vision-language framework for unsupervised domain adaptation Xinyao Li Jingjing Li Zhekai Du Lei Zhu Heng Tao Shen VLM 46 0 0 07 Aug 2025
Model Recycling Framework for Multi-Source Data-Free Supervised Transfer Learning Sijia Wang Ricardo Henao 52 0 0 04 Aug 2025
Zero-Shot Anomaly Detection with Dual-Branch Prompt Selection Zihan Wang Samira Ebrahimi Kahou Narges Armanfard VLM 83 0 0 01 Aug 2025
$T$^\text{3}$SVFND: Towards an Evolving Fake News Detector for Emergencies with Test-time Training on Short Video Platforms$ T $^\text{3}$ SVFND: Towards an Evolving Fake News Detector for Emergencies with Test-time Training on Short Video Platforms Liyuan Zhang Zeyun Cheng Yan Yang Yong Liu Jinke Ma 39 0 0 27 Jul 2025
Handling Out-of-Distribution Data: A Survey L. Tamang Mohamed Reda Bouadjenek Richard Dazeley S. Aryal OOD OODD 76 2 0 25 Jul 2025
Relating Events and Frames Based on Self-Supervised Learning and Uncorrelated Conditioning for Unsupervised Domain Adaptation Mohammad Rostami Dayuan Jian Ruitong Sun 139 0 0 01 Jul 2025
Align the GAP: Prior-based Unified Multi-Task Remote Physiological Measurement Framework For Domain Generalization and Personalization Jiyao Wang Xiao Yang Hao Lu Dengbo He Kaishun Wu 99 2 0 19 Jun 2025
Generalized Incremental Learning under Concept Drift across Evolving Data Streams En Yu Jie Lu G. Zhang CLL 108 1 0 06 Jun 2025
Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation Weinan He Zilei Wang Y. Zhang OOD 128 0 0 04 Jun 2025
Shuffle PatchMix Augmentation with Confidence-Margin Weighted Pseudo-Labels for Enhanced Source-Free Domain Adaptation Prasanna Reddy Pulakurthi Majid Rabbani Jamison Heard S. Dianat Celso M. De Melo Raghuveer Rao TTA 117 0 0 30 May 2025
Merge-Friendly Post-Training Quantization for Multi-Target Domain Adaptation Juncheol Shin Minsang Seok Seonggon Kim Eunhyeok Park MQ MoMe 84 0 0 29 May 2025
Energy-based Preference Optimization for Test-time Adaptation Yewon Han Seoyun Yang Taesup Kim TTA 326 0 0 26 May 2025
Composable Cross-prompt Essay Scoring by Merging Models Sanwoo Lee Kun Liang Yunfang Wu MoMe 111 0 0 24 May 2025
Temporal Restoration and Spatial Rewiring for Source-Free Multivariate Time Series Domain Adaptation Peiliang Gong Yucheng Wang Min Wu Zhenghua Chen Xiaoli Li Daoqiang Zhang AI4TS TTA 124 0 0 23 May 2025
GCAL: Adapting Graph Models to Evolving Domain Shifts Ziyue Qiao Qianyi Cai Hao Dong Jiawei Gu Pengyang Wang Meng Xiao Xiao Luo Hui Xiong CLL 162 2 0 22 May 2025
Leveraging Segment Anything Model for Source-Free Domain Adaptation via Dual Feature Guided Auto-Prompting Zheang Huai Hui Tang Yi Li Zhe Chen Xiaomeng Li VLM 292 0 0 13 May 2025
Energy-Based Pseudo-Label Refining for Source-free Domain Adaptation Xinru Meng Han Sun Qingbin Liu Ningzhong Liu Huiyu Zhou 209 0 0 23 Apr 2025
ViSMaP: Unsupervised Hour-long Video Summarisation by Meta-Prompting Jian Hu Dimitrios Korkinof S. Gong Mariano Beguerisse-Díaz VLM 121 0 0 22 Apr 2025
Learning Compositional Transferability of Time Series for Source-Free Domain Adaptation Hankang Sun Guiming Li Su Yang Baoqi Li AI4TS TTA 181 0 0 21 Apr 2025
Context Aware Grounded Teacher for Source Free Object Detection Tajamul Ashraf Rajes Manna Partha Sarathi Purkayastha Tavaheed Tariq Janibul Bashir 192 0 0 21 Apr 2025