A Comprehensive Survey on Source-free Domain Adaptation

23 February 2023

Lei Zhu

Papers citing "A Comprehensive Survey on Source-free Domain Adaptation"

50 / 59 papers shown

Title
DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image Segmentation Siqi Yin Shaolei Liu Manning Wang MedIm 24 0 0 15 May 2025
CLIP-Powered Domain Generalization and Domain Adaptation: A Comprehensive Survey Jindong Li Yongqian Li Yali Fu Jiahong Liu Yixin Liu Menglin Yang Irwin King VLM 41 0 0 19 Apr 2025
ViLAaD: Enhancing "Attracting and Dispersing'' Source-Free Domain Adaptation with Vision-and-Language Model Shuhei Tarashima Xinqi Shu Norio Tagawa VLM 51 0 0 30 Mar 2025
Towards Practical Emotion Recognition: An Unsupervised Source-Free Approach for EEG Domain Adaptation Md. Niaz Imtiaz N. Khan 18 1 0 26 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 71 1 0 26 Mar 2025
EventFly: Event Camera Perception from Ground to the Sky Lingdong Kong Dongyue Lu Xiang Xu Lai Xing Ng Wei Tsang Ooi Benoit R. Cottereau 45 0 0 25 Mar 2025
SFDLA: Source-Free Document Layout Analysis Sebastian Tewes Yufan Chen Omar Moured Jiaming Zhang Rainer Stiefelhagen 53 0 0 24 Mar 2025
What's in a Latent? Leveraging Diffusion Latent Space for Domain Generalization Xavier Thomas Deepti Ghadiyaram DiffM 92 0 0 09 Mar 2025
GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution Shifts Sameer Ambekar Zehao Xiao Xiantong Zhen Cees G. M. Snoek OOD 65 0 0 15 Feb 2025
Simulations of Common Unsupervised Domain Adaptation Algorithms for Image Classification A. Chaddad Yihang Wu Yuchen Jiang Ahmed Bouridane Christian Desrosiers 68 2 0 15 Feb 2025
Do we really have to filter out random noise in pre-training data for language models? Jinghan Ru Yuxin Xie Xianwei Zhuang Yuguo Yin Zhihui Guo Zhiming Liu Qianli Ren Yuexian Zou 83 2 0 10 Feb 2025
Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation Wei Chen Guo Ye Yakun Wang Zhao Zhang Libang Zhang Daxin Wang Qing Cui Fuzhen Zhuang 91 2 0 17 Jan 2025
Label Calibration in Source Free Domain Adaptation Shivangi Rai Rini Smita Thakur Kunal Jangid Vinod K. Kurmi UQCV 43 1 0 13 Jan 2025
AIF-SFDA: Autonomous Information Filter-driven Source-Free Domain Adaptation for Medical Image Segmentation Haojin Li Heng Li Jianyu Chen Rihan Zhong Ke Niu Huazhu Fu Jiang-Dong Liu 26 2 0 06 Jan 2025
Multi-Source Unsupervised Domain Adaptation with Prototype Aggregation Min Huang Zifeng Xie Bo Sun Ning Wang 78 0 0 20 Dec 2024
Knowledge-Data Fusion Based Source-Free Semi-Supervised Domain Adaptation for Seizure Subtype Classification Ruimin Peng Jiayu An Dongrui Wu 78 1 0 29 Nov 2024
DRIVE: Dual-Robustness via Information Variability and Entropic Consistency in Source-Free Unsupervised Domain Adaptation Ruiqiang Xiao Songning Lai Yijun Yang Jiemin Wu Yutao Yue Lei Zhu AAML 73 0 0 24 Nov 2024
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation Ziyang Chen Yiwen Ye Yongsheng Pan Yong-quan Xia 31 0 0 17 Oct 2024
LatteCLIP: Unsupervised CLIP Fine-Tuning via LMM-Synthetic Texts Anh-Quan Cao M. Jaritz Matthieu Guillaumin Raoul de Charette Loris Bazzani VLM CLIP 49 2 0 10 Oct 2024
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement Gaurav Patel Christopher Sandino Behrooz Mahasseni Ellen L. Zippi Erdrin Azemi Ali Moin Juri Minxha TTA AI4TS 50 3 0 03 Oct 2024
OSSA: Unsupervised One-Shot Style Adaptation Robin Gerster Holger Caesar Matthias Rapp Alexander Wolpert Michael Teutsch VLM 34 0 0 01 Oct 2024
Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain Adaptation Yucheng Wang Peiliang Gong Min-man Wu Felix Ott Xiaoli Li Lihua Xie Zhenghua Chen TTA 43 1 0 29 Sep 2024
Rank and Align: Towards Effective Source-free Graph Domain Adaptation Junyu Luo Zhiping Xiao Yifan Wang Xiao Luo Jingyang Yuan Wei Ju Langechuan Liu Ming Zhang 41 5 0 22 Aug 2024
Multi-Agent Reinforcement Learning for Autonomous Driving: A Survey Ruiqi Zhang Jing Hou Florian Walter Shangding Gu Jiayi Guan Florian Röhrbein Yali Du Panpan Cai G. Chen Alois Knoll 46 12 0 19 Aug 2024
Is user feedback always informative? Retrieval Latent Defending for Semi-Supervised Domain Adaptation without Source Data Junha Song Tae Soo Kim Junha Kim Gunhee Nam Thijs Kooi Jaegul Choo 47 1 0 22 Jul 2024
Dataset Dictionary Learning in a Wasserstein Space for Federated Domain Adaptation Eduardo Fernandes Montesuma F. E. Castellon Fred-Maurice Ngole-Mboula Aurélien Mayoue Antoine Souloumiac Cédric Gouy-Pailler 48 1 0 16 Jul 2024
Evidentially Calibrated Source-Free Time-Series Domain Adaptation with Temporal Imputation Mohamed Ragab Peiliang Gong Emadeldeen Eldele Wenyu Zhang Min-man Wu Chuan-Sheng Foo Daoqiang Zhang Xiaoli Li Zhenghua Chen TTA AI4TS 40 2 0 04 Jun 2024
Continuous Temporal Domain Generalization Z. Cai Guangji Bai Renhe Jiang Xuan Song Liang Zhao 40 2 0 25 May 2024
Diffusion Model Driven Test-Time Image Adaptation for Robust Skin Lesion Classification Ming Hu Siyuan Yan Peng Xia Feilong Tang Wenxue Li Peibo Duan Lin Zhang Zongyuan Ge MedIm 32 2 0 18 May 2024
High-order Neighborhoods Know More: HyperGraph Learning Meets Source-free Unsupervised Domain Adaptation Jinkun Jiang Qingxuan Lv Yuezun Li Yong Du Sheng Chen Hui Yu Junyu Dong 38 0 0 11 May 2024
Source-Free Domain Adaptation of Weakly-Supervised Object Localization Models for Histology Alexis Guichemerre Soufiane Belharbi Tsiry Mayet Shakeeb Murtaza Pourya Shamsolmoali Luke McCaffrey Eric Granger OOD 39 3 0 29 Apr 2024
Reducing Bias in Pre-trained Models by Tuning while Penalizing Change Niklas Penzel Gideon Stein Joachim Denzler 25 0 0 18 Apr 2024
When Cars meet Drones: Hyperbolic Federated Learning for Source-Free Domain Adaptation in Adverse Weather Giulia Rizzoli Matteo Caligiuri Donald Shenaj F. Barbato Pietro Zanuttigh 40 1 0 20 Mar 2024
SF(DA) $^2$ : Source-free Domain Adaptation Through the Lens of Data Augmentation Uiwon Hwang Jonghyun Lee Juhyeon Shin Sungroh Yoon 36 10 0 16 Mar 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective Jeng-Lin Li Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen OOD 44 2 0 20 Feb 2024
Training-free image style alignment for self-adapting domain shift on handheld ultrasound devices Hongye Zeng K. Zou Zhihao Chen Yuchong Gao Hongbo Chen ... Rick Siow Mong Goh Yong-Jin Liu Chang Jiang Ru Zheng Huazhu Fu OOD 45 0 0 17 Feb 2024
Beyond Generalization: A Survey of Out-Of-Distribution Adaptation on Graphs Shuhan Liu Kaize Ding OOD 29 5 0 17 Feb 2024
When Geoscience Meets Generative AI and Large Language Models: Foundations, Trends, and Future Challenges Abdenour Hadid Tanujit Chakraborty Daniel Busby AI4CE 29 11 0 25 Jan 2024
Dual-Reference Source-Free Active Domain Adaptation for Nasopharyngeal Carcinoma Tumor Segmentation across Multiple Hospitals Hong Wang Jing Chen Shenmin Zhang Yuan He Jinfeng Xu Mengwan Wu Jinlan He Wenjun Liao Xiangde Luo 26 18 0 23 Sep 2023
Domain Adaptation for Satellite-Borne Hyperspectral Cloud Detection Andrew Du Anh-Dzung Doan Yee Wei Law Tat-Jun Chin 24 2 0 05 Sep 2023
Source-Free Domain Adaptation for RGB-D Semantic Segmentation with Vision Transformers Giulia Rizzoli Donald Shenaj Pietro Zanuttigh ViT 38 8 0 23 May 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts Jian Liang Ran He Tien-Ping Tan OOD VLM TTA 35 203 0 27 Mar 2023
Upcycling Models under Domain and Category Shift Sanqing Qu Tianpei Zou Florian Roehrbein Cewu Lu Guang-Sheng Chen Dacheng Tao Changjun Jiang 48 40 0 13 Mar 2023
Guiding Pseudo-labels with Uncertainty Estimation for Source-free Unsupervised Domain Adaptation Mattia Litrico Alessio Del Bue Pietro Morerio UQCV 37 59 0 07 Mar 2023
Domain-Unified Prompt Representations for Source-Free Domain Generalization Hongjing Niu Hanting Li Feng Zhao Bin Li VLM 52 18 0 29 Sep 2022
Leveraging Endo- and Exo-Temporal Regularization for Black-box Video Domain Adaptation Yuecong Xu Jianfei Yang Haozhi Cao Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen 36 4 0 10 Aug 2022
SALAD: Source-free Active Label-Agnostic Domain Adaptation for Classification, Segmentation and Detection D. Kothandaraman Sumit Shekhar Abhilasha Sancheti Manoj Ghuhan Arivazhagan Tripti Shukla Dinesh Manocha VLM 38 11 0 24 May 2022
Active Source Free Domain Adaptation Fan Wang Zhongyi Han Zhiyan Zhang Yilong Yin 143 11 0 22 May 2022
On Balancing Bias and Variance in Unsupervised Multi-Source-Free Domain Adaptation Maohao Shen Yuheng Bu Greg Wornell 127 14 0 01 Feb 2022
Decoupled Contrastive Learning Chun-Hsiao Yeh Cheng-Yao Hong Yen-Chi Hsu Tyng-Luh Liu Yubei Chen Yann LeCun 178 182 0 13 Oct 2021