Model Adaptation: Unsupervised Domain Adaptation without Source Data

26 February 2025

Papers citing "Model Adaptation: Unsupervised Domain Adaptation without Source Data"

50 / 261 papers shown

Title
Co-STAR: Collaborative Curriculum Self-Training with Adaptive Regularization for Source-Free Video Domain Adaptation Amirhossein Dadashzadeh Parsa Esmati Majid Mirmehdi TTA VLM 48 0 0 15 Apr 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
LiDAR Remote Sensing Meets Weak Supervision: Concepts, Methods, and Perspectives Yuan Gao Shaobo Xia P. Wang Xiaohuan Xi Sheng Nie Cheng-Xiang Wang 42 1 0 24 Mar 2025
Progressive Test Time Energy Adaptation for Medical Image Segmentation Xiaoran Zhang Byung-Woo Hong Hyoungseob Park Daniel H. Pak Anne-Marie Rickmann Lawrence H. Staib James S. Duncan Alex Wong OOD MedIm 57 0 0 20 Mar 2025
Transfer Learning with Pre-trained Conditional Generative Models Shinýa Yamaguchi Sekitoshi Kanai Atsutoshi Kumagai Daiki Chijiwa H. Kashima VLM CLL BDL DiffM 127 5 0 21 Feb 2025
Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time Adaptation Mingjia Li Shuang Li Tongrui Su Longhui Yuan Jian Liang Wei Li DiffM 35 0 0 03 Jan 2025
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 108 1 0 18 Dec 2024
Semi-Supervised Transfer Boosting (SS-TrBoosting) Lingfei Deng Changming Zhao Zhenbang Du Kun Xia Dongrui Wu TPM 94 2 0 04 Dec 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 25 1 0 23 Oct 2024
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation Ziyang Chen Yiwen Ye Yongsheng Pan Yong-quan Xia 29 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 39 2 0 10 Oct 2024
Rethinking Weak-to-Strong Augmentation in Source-Free Domain Adaptive Object Detection Jiuzheng Yang Song Tang Yangkuiyi Zhang Shuaifeng Li Mao Ye Jianwei Zhang Xiatian Zhu 28 1 0 07 Oct 2024
Test-time Adaptation for Regression by Subspace Alignment Kazuki Adachi Shinýa Yamaguchi Atsutoshi Kumagai Tomoki Hamagami TTA 37 0 0 04 Oct 2024
Curvature Diversity-Driven Deformation and Domain Alignment for Point Cloud Mengxi Wu Hao Huang Yi Fang Mohammad Rostami 24 0 0 03 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 42 3 0 03 Oct 2024
Meta-TTT: A Meta-learning Minimax Framework For Test-Time Training Chen Tao Li Shen Soumik Mondal 18 0 0 02 Oct 2024
A3: Active Adversarial Alignment for Source-Free Domain Adaptation Chrisantus Eze Christopher Crick 20 0 0 27 Sep 2024
DARDA: Domain-Aware Real-Time Dynamic Neural Network Adaptation Shahriar Rifat Jonathan D. Ashdown Francesco Restuccia TTA 26 0 0 15 Sep 2024
LACOSTE: Exploiting stereo and temporal contexts for surgical instrument segmentation Qiyuan Wang Shang Zhao Zikang Xu S Kevin Zhou 26 0 0 14 Sep 2024
Trust And Balance: Few Trusted Samples Pseudo-Labeling and Temperature Scaled Loss for Effective Source-Free Unsupervised Domain Adaptation Andrea Maracani Lorenzo Rosasco Lorenzo Natale 28 0 0 01 Sep 2024
Dual-Path Adversarial Lifting for Domain Shift Correction in Online Test-time Adaptation Yushun Tang Shuoshuo Chen Zhihe Lu Xinchao Wang Zhihai He 34 1 0 26 Aug 2024
Source-Free Test-Time Adaptation For Online Surface-Defect Detection Yiran Song Qianyu Zhou Lizhuang Ma TTA 40 1 0 18 Aug 2024
UniTTA: Unified Benchmark and Versatile Framework Towards Realistic Test-Time Adaptation Chaoqun Du Yulin Wang Jiayi Guo Yizeng Han Jie Zhou Gao Huang TTA 35 0 0 29 Jul 2024
Learn from the Learnt: Source-Free Active Domain Adaptation via Contrastive Sampling and Visual Persistence Mengyao Lyu Tianxiang Hao Xinhao Xu Hui Chen Zijia Lin Jungong Han Guiguang Ding VLM TTA 29 5 0 26 Jul 2024
Learning Visual Conditioning Tokens to Correct Domain Shift for Fully Test-time Adaptation Yushun Tang Shuoshuo Chen Zhehan Kan Yi Zhang Qinghai Guo Zhihai He 43 2 0 27 Jun 2024
Everything to the Synthetic: Diffusion-driven Test-time Adaptation via Synthetic-Domain Alignment Jiayi Guo Junhao Zhao Chunjiang Ge Chaoqun Du Zanlin Ni Shiji Song Humphrey Shi Gao Huang TTA DiffM 37 5 0 06 Jun 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
Proxy Denoising for Source-Free Domain Adaptation Song Tang Wenxin Su Mao Ye Jianwei Zhang Xiatian Zhu Xiatian Zhu 62 1 0 03 Jun 2024
SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network Weiyu Guo Ying Sun Yijie Xu Ziyue Qiao Yongkui Yang Hui Xiong 29 3 0 23 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 33 0 0 11 May 2024
Source-Free Domain Adaptation Guided by Vision and Vision-Language Pre-Training Wenyu Zhang Li Shen Chuan-Sheng Foo VLM TTA 42 4 0 05 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
Active Test-Time Adaptation: Theoretical Analyses and An Algorithm Shurui Gui Xiner Li Shuiwang Ji TTA 59 11 0 07 Apr 2024
UADA3D: Unsupervised Adversarial Domain Adaptation for 3D Object Detection with Sparse LiDAR and Large Domain Gaps Maciej K. Wozniak Mattias Hansson Mark Thiel Patric Jensfelt 39 6 0 26 Mar 2024
GLC++: Source-Free Universal Domain Adaptation through Global-Local Clustering and Contrastive Affinity Learning Sanqing Qu Tianpei Zou Florian Röhrbein Cewu Lu Guang Chen Dacheng Tao Changjun Jiang 35 3 0 21 Mar 2024
Workload Estimation for Unknown Tasks: A Survey of Machine Learning Under Distribution Shift Josh Bhagat Smith Julie A. Adams 16 0 0 20 Mar 2024
Uncertainty-Aware Pseudo-Label Filtering for Source-Free Unsupervised Domain Adaptation Xi Chen Haosen Yang Huicong Zhang Hongxun Yao Xiatian Zhu 25 2 0 17 Mar 2024
SF(DA) $^2$ : Source-free Domain Adaptation Through the Lens of Data Augmentation Uiwon Hwang Jonghyun Lee Juhyeon Shin Sungroh Yoon 26 10 0 16 Mar 2024
Unified Source-Free Domain Adaptation Song Tang Wenxin Su Mao Ye Jianwei Zhang Xiatian Zhu 93 5 0 12 Mar 2024
Agile Multi-Source-Free Domain Adaptation Xinyao Li Jingjing Li Fengling Li Lei Zhu Ke Lu 23 6 0 08 Mar 2024
MAP: MAsk-Pruning for Source-Free Model Intellectual Property Protection Boyang Peng Sanqing Qu Yong Wu Tianpei Zou Lianghua He Alois C. Knoll Guang Chen Changjun Jiang AAML 29 3 0 07 Mar 2024
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation Sanqing Qu Tianpei Zou Lianghua He Florian Röhrbein Alois C. Knoll Guang Chen Changjun Jiang 45 12 0 06 Mar 2024
Key Design Choices in Source-Free Unsupervised Domain Adaptation: An In-depth Empirical Analysis Andrea Maracani Raffaello Camoriano Elisa Maiettini Davide Talon Lorenzo Rosasco Lorenzo Natale 34 1 0 25 Feb 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 28 0 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 37 0 0 17 Feb 2024
SepRep-Net: Multi-source Free Domain Adaptation via Model Separation And Reparameterization Ying Jin Jiaqi Wang Dahua Lin 41 2 0 13 Feb 2024
Taking Class Imbalance Into Account in Open Set Recognition Evaluation Joanna Komorniczak Pawel Ksieniewicz 25 0 0 09 Feb 2024
Source-Free Domain Adaptation with Diffusion-Guided Source Data Generation Shivang Chopra Suraj Kothawade Houda Aynaou Aman Chadha DiffM 29 1 0 07 Feb 2024
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views Yuji Roh Qingyun Liu Huan Gui Zhe Yuan Yujin Tang ... Liang Liu Shuchao Bi Lichan Hong Ed H. Chi Zhe Zhao 33 1 0 07 Feb 2024
Continual Domain Adversarial Adaptation via Double-Head Discriminators Yan Shen Zhanghexuan Ji Chunwei Ma Mingchen Gao TTA 8 2 0 05 Feb 2024