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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
BoTTA: Benchmarking on-device Test Time Adaptation Michal Danilowski Soumyajit Chatterjee Abhirup Ghosh TTA 178 1 0 14 Apr 2025
Probability Distribution Alignment and Low-Rank Weight Decomposition for Source-Free Domain Adaptive Brain Decoding Ganxi Xu Jinyi Long Hanrui Wu 260 0 0 12 Apr 2025
Self-Bootstrapping for Versatile Test-Time Adaptation Shuaicheng Niu Guohao Chen P. Zhao Tianyi Wang Pengcheng Wu Zhiqi Shen ViT TTA 165 2 0 10 Apr 2025
SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks Xinyu Luo Kecheng Chen P. Sun Chris Xing Tian Arindam Basu Haoliang Li TTA 192 0 0 03 Apr 2025
Compressing 3D Gaussian Splatting by Noise-Substituted Vector Quantization Haishan Wang Mohammad Hassan Vali Arno Solin 3DGS 156 1 0 03 Apr 2025
ElimPCL: Eliminating Noise Accumulation with Progressive Curriculum Labeling for Source-Free Domain Adaptation Jie Cheng Hao Zheng Meiguang Zheng Lei Wang Hao Wu Jian Zhang VLM 74 0 0 31 Mar 2025
Joint Source-Environment Adaptation of Data-Driven Underwater Acoustic Source Ranging Based on Model Uncertainty Dariush Kari Hari Vishnu Andrew C. Singer 116 0 0 30 Mar 2025
Joint Source-Environment Adaptation for Deep Learning-Based Underwater Acoustic Source Ranging Dariush Kari Andrew C. Singer 118 2 0 30 Mar 2025
ViLAaD: Enhancing "Attracting and Dispersing'' Source-Free Domain Adaptation with Vision-and-Language Model Shuhei Tarashima Xinqi Shu Norio Tagawa VLM 125 1 0 30 Mar 2025
Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing Tianying Wang Tianchen Zhao Xiang Xu Zheng Zhang Zhihua Li Xuanbai Chen Qin Zhang Alessandro Bergamo Anil K. Jain Yifan Xing 123 0 0 29 Mar 2025
FIESTA: Fisher Information-based Efficient Selective Test-time Adaptation Mohammadmahdi Honarmand O. Mutlu Parnian Azizian Saimourya Surabhi Dennis Paul Wall TTA 140 0 0 29 Mar 2025
Disentangled Source-Free Personalization for Facial Expression Recognition with Neutral Target Data Masoumeh Sharafi Emma Ollivier Muhammad Osama Zeeshan Soufiane Belharbi M. Pedersoli A. L. Koerich Simon L Bacon EricGranger 184 4 0 26 Mar 2025
Towards Practical Emotion Recognition: An Unsupervised Source-Free Approach for EEG Domain Adaptation Md. Niaz Imtiaz N. Khan 125 1 0 26 Mar 2025
LiDAR Remote Sensing Meets Weak Supervision: Concepts, Methods, and Perspectives Yuan Gao Shaobo Xia Peijie Wang Xiaohuan Xi Sheng Nie Cheng-Xiang Wang 164 1 0 24 Mar 2025
Harnessing Test-time Adaptation for NLU tasks Involving Dialects of English Duke Nguyen Aditya Joshi Flora D. Salim 95 0 0 17 Mar 2025
Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis Hongyu Sun Qiuhong Ke Ming Cheng Yanjie Wang Deying Li Chenhui Gou Jianfei Cai 3DPC 182 1 0 15 Mar 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 160 0 0 13 Mar 2025
Source-free domain adaptation based on label reliability for cross-domain bearing fault diagnosis Wei Wu Hao Zhang Zhisen Wei Xiao-Yuan Jing Qinghua Zhang Songsong Wu 122 0 0 11 Mar 2025
Spatial Distillation based Distribution Alignment (SDDA) for Cross-Headset EEG Classification Dingkun Liu Siyang Li Ziwei Wang Wei Li Dongrui Wu 93 3 0 07 Mar 2025
HyDA: Hypernetworks for Test Time Domain Adaptation in Medical Imaging AnalysisInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Doron Serebro Tammy Riklin-Raviv OOD 173 0 0 06 Mar 2025
FoCTTA: Low-Memory Continual Test-Time Adaptation with Focus Youbing Hu Yun Cheng Zimu Zhou Anqi Lu Zhiqiang Cao Zhijun Li TTA 112 0 0 28 Feb 2025
Transfer Learning with Pre-trained Conditional Generative Models Shin'ya Yamaguchi Sekitoshi Kanai Atsutoshi Kumagai Daiki Chijiwa H. Kashima VLM CLL BDL DiffM 379 6 0 21 Feb 2025
GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution Shifts Sameer Ambekar Zehao Xiao Xiantong Zhen Cees G. M. Snoek OOD 282 2 0 15 Feb 2025
Simulations of Common Unsupervised Domain Adaptation Algorithms for Image Classification Ahmad Chaddad Yihang Wu Yuchen Jiang Ahmed Bouridane Christian Desrosiers 254 5 0 15 Feb 2025
FedMHO: Heterogeneous One-Shot Federated Learning Towards Resource-Constrained Edge Devices Dezhong Yao Yuexin Shi Tongtong Liu Zhiqiang Xu 164 3 0 12 Feb 2025
Aggregate to Adapt: Node-Centric Aggregation for Multi-Source-Free Graph Domain Adaptation Zhen Zhang Bingsheng He 339 2 0 05 Feb 2025
Towards Understanding Extrapolation: a Causal Lens Lingjing Kong Guangyi Chen P. Stojanov Haoyang Li Eric P. Xing Kun Zhang 499 4 0 17 Jan 2025
Label Calibration in Source Free Domain Adaptation Shivangi Rai Rini Smita Thakur Kunal Jangid Vinod K. Kurmi UQCV 158 2 0 13 Jan 2025
Source-free Semantic Regularization Learning for Semi-supervised Domain Adaptation Xinyang Huang Chuang Zhu Ruiying Ren Shengjie Liu Tiejun Huang 247 1 0 03 Jan 2025
Test-Time Adaptation in Point Clouds: Leveraging Sampling Variation with Weight Averaging Ali Bahri Moslem Yazdanpanah Mehrdad Noori Sahar Dastani Oghani Milad Cheraghalikhani David Osowiech Farzad Beizaee G. A. V. Hakim Ismail ben Ayed Christian Desrosiers 3DPC TTA 206 5 0 31 Dec 2024
What Has Been Overlooked in Contrastive Source-Free Domain Adaptation: Leveraging Source-Informed Latent Augmentation within Neighborhood Context Jing Wang Wonho Bae Jiahong Chen Kuangen Zhang Leonid Sigal C. D. Silva 202 3 0 18 Dec 2024
Privacy-Preserving Brain-Computer Interfaces: A Systematic Review K. Xia W. Duch Y. Sun K. Xu W. Fang ... Y. Zhang D. Sang X. Xu F-Y Wang D. Wu 219 37 0 16 Dec 2024
Personalized Sleep Staging Leveraging Source-free Unsupervised Domain Adaptation Yangxuan Zhou Sha Zhao Jiquan Wang Haiteng Jiang hijian Li Benyan Luo Tao Li Gang Pan 203 3 0 11 Dec 2024
TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi Diagram Mingxi Lei Chunwei Ma Meng Ding Jiuxiang Gu Ziyun Huang Jinhui Xu 195 1 0 10 Dec 2024
Semi-Supervised Transfer Boosting (SS-TrBoosting) Lingfei Deng Changming Zhao Zhenbang Du Kun Xia Dongrui Wu TPM 212 2 0 04 Dec 2024
GenMix: Effective Data Augmentation with Generative Diffusion Model Image Editing Khawar Islam M. Zaheer Arif Mahmood Karthik Nandakumar Naveed Akhtar DiffM 332 4 0 03 Dec 2024
Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data Wenxin Su Song Tang Xiaofeng Liu Xiaojing Yi Mao Ye Chunxiao Zu Jiahao Li Xiatian Zhu OOD MedIm 201 0 0 02 Dec 2024
Knowledge-Data Fusion Based Source-Free Semi-Supervised Domain Adaptation for Seizure Subtype Classification Ruimin Peng Jiayu An Dongrui Wu 172 1 0 29 Nov 2024
Words Matter: Leveraging Individual Text Embeddings for Code Generation in CLIP Test-Time Adaptation Shambhavi Mishra Julio Silva-Rodrıguez Ismail ben Ayed M. Pedersoli Jose Dolz VLM 233 3 0 26 Nov 2024
DRIVE: Dual-Robustness via Information Variability and Entropic Consistency in Source-Free Unsupervised Domain Adaptation Ruiqiang Xiao Keming Wu Yijun Yang Jiemin Wu Yutao Yue Lei Zhu AAML 175 0 0 24 Nov 2024
Test-Time Adaptation of 3D Point Clouds via Denoising Diffusion Models Hamidreza Dastmalchi Aijun An A. Cheraghian Shafin Rahman Sameera Ramasinghe DiffM TTA 187 4 0 21 Nov 2024
Recall and Refine: A Simple but Effective Source-free Open-set Domain Adaptation Framework Ismail Nejjar Hao Dong Olga Fink TTA BDL 223 6 0 19 Nov 2024
Learning from Different Samples: A Source-free Framework for Semi-supervised Domain Adaptation Xinyang Huang Chuang Zhu Bowen Zhang Shanghang Zhang 100 2 0 11 Nov 2024
Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation Xiaowei Yu Zhe Huang Zao Zhang ViT 96 5 0 10 Nov 2024
Improving self-training under distribution shifts via anchored confidence with theoretical guarantees Taejong Joo Diego Klabjan UQCV 158 0 0 01 Nov 2024
Bayesian-guided Label Mapping for Visual Reprogramming C. Cai Zesheng Ye Lei Feng Jianzhong Qi Feng Liu 203 6 0 31 Oct 2024
Historical Test-time Prompt Tuning for Vision Foundation Models Jingyi Zhang Jiaxing Huang Xiaoqin Zhang Ling Shao Shijian Lu VLM 179 14 0 27 Oct 2024
Time and Frequency Synergy for Source-Free Time-Series Domain Adaptations Muhammad Furqon Mahardhika Pratama Ary Mazharuddin Shiddiqi Lin Liu Habibullah Habibullah K. Doğançay TTA AI4TS 112 3 0 23 Oct 2024
GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation Junyu Luo Yiyang Gu Xiao Luo Wei Ju Zhiping Xiao Yusheng Zhao Jingyang Yuan Ming Zhang 95 14 0 22 Oct 2024
Data-Efficient CLIP-Powered Dual-Branch Networks for Source-Free Unsupervised Domain Adaptation Yongguang Li Yueqi Cao Jindong Li Zhiqiang Zhang Shengsheng Wang 108 2 0 21 Oct 2024