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
Unsupervised Adaptation of Semantic Segmentation Models without Source Data S. Paul Ansh Khurana Gaurav Aggarwal OOD 120 7 0 04 Dec 2021
SITA: Single Image Test-time Adaptation Ansh Khurana S. Paul Piyush Rai Soma Biswas Gaurav Aggarwal 69 52 0 04 Dec 2021
Source Free Unsupervised Graph Domain Adaptation Haitao Mao Lun Du Yujia Zheng Qiang Fu Zelin Li Xu Chen Shi Han Dongmei Zhang 16 7 0 02 Dec 2021
One-shot Voice Conversion For Style Transfer Based On Speaker Adaptation Zhichao Wang Qicong Xie Tao Li Hongqiang Du Lei Xie Pengcheng Zhu Mengxiao Bi 11 11 0 24 Nov 2021
Source-free unsupervised domain adaptation for cross-modality abdominal multi-organ segmentation Jin Hong Yudong Zhang Weitian Chen OOD MedIm 27 82 0 24 Nov 2021
A Prototype-Oriented Framework for Unsupervised Domain Adaptation Korawat Tanwisuth Xinjie Fan Huangjie Zheng Shujian Zhang A. Leon-Garcia Bo Chen Mingyuan Zhou 44 102 0 22 Oct 2021
UBR $^2$ S: Uncertainty-Based Resampling and Reweighting Strategy for Unsupervised Domain Adaptation Tobias Ringwald Rainer Stiefelhagen 20 0 0 22 Oct 2021
Test time Adaptation through Perturbation Robustness Prabhu Teja Sivaprasad Franccois Fleuret TTA OOD 8 30 0 19 Oct 2021
Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization Junkun Yuan Xu Ma Defang Chen Fei Wu Lanfen Lin Kun Kuang FedML 35 22 0 13 Oct 2021
Domain Adaptive Semantic Segmentation without Source Data Fuming You Jingjing Li Lei Zhu Ke Lu Zhi Chen Zi Huang 23 53 0 13 Oct 2021
Towards Data-Free Domain Generalization A. Frikha Haokun Chen Denis Krompass Thomas Runkler Volker Tresp OOD 36 14 0 09 Oct 2021
Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 25 238 0 08 Oct 2021
Model Adaptation: Historical Contrastive Learning for Unsupervised Domain Adaptation without Source Data Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 145 212 0 07 Oct 2021
Knothe-Rosenblatt transport for Unsupervised Domain Adaptation Aladin Virmaux Illyyne Saffar Jianfeng Zhang Balázs Kégl OOD 16 0 0 06 Oct 2021
Training on Test Data with Bayesian Adaptation for Covariate Shift Aurick Zhou Sergey Levine OOD TTA 35 13 0 27 Sep 2021
Generation, augmentation, and alignment: A pseudo-source domain based method for source-free domain adaptation Yuntao Du Haiyang Yang Mingcai Chen Juan Jiang Hongtao Luo Chongjun Wang TTA 18 28 0 09 Sep 2021
On-target Adaptation Dequan Wang Shaoteng Liu Sayna Ebrahimi Evan Shelhamer Trevor Darrell TTA 26 19 0 02 Sep 2021
SHIFT15M: Fashion-specific dataset for set-to-set matching with several distribution shifts Masanari Kimura Takuma Nakamura Yuki Saito OOD 31 3 0 30 Aug 2021
Stagewise Unsupervised Domain Adaptation with Adversarial Self-Training for Road Segmentation of Remote Sensing Images Lefei Zhang Meng Lan Jing Zhang Dacheng Tao 21 126 0 28 Aug 2021
Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation Jogendra Nath Kundu Akshay Ravindra Kulkarni Amit Singh Varun Jampani R. Venkatesh Babu TTA 31 123 0 25 Aug 2021
Generalized Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 19 252 0 03 Aug 2021
Nearest Neighborhood-Based Deep Clustering for Source Data-absent Unsupervised Domain Adaptation Song Tang Yan Yang Zhiyuan Ma Norman Hendrich Fanyu Zeng S. Ge Changshui Zhang Jianwei Zhang OOD 25 13 0 27 Jul 2021
Domain Adaptation without Model Transferring Kunhong Wu Yucheng Shi Yahong Han Yunfeng Shao Bingshuai Li Qi Tian OOD 14 0 0 21 Jul 2021
AUGCO: Augmentation Consistency-guided Self-training for Source-free Domain Adaptive Semantic Segmentation Viraj Prabhu Shivam Khare Deeksha Kartik Judy Hoffman TTA 21 21 0 21 Jul 2021
Semi-Supervised Hypothesis Transfer for Source-Free Domain Adaptation Ning Ma Jiajun Bu Lixian Lu Jun Wen Zhen Zhang Sheng Zhou Xifeng Yan TTA 124 5 0 14 Jul 2021
Uncertainty-Guided Mixup for Semi-Supervised Domain Adaptation without Source Data Ning Ma Jiajun Bu Zhen Zhang Sheng Zhou TTA 16 13 0 14 Jul 2021
Source-Free Adaptation to Measurement Shift via Bottom-Up Feature Restoration Cian Eastwood I. Mason Christopher K. I. Williams Bernhard Schölkopf TTA 13 50 0 12 Jul 2021
Learning Invariant Representation with Consistency and Diversity for Semi-supervised Source Hypothesis Transfer Xiaodong Wang Junbao Zhuo Shuhao Cui Shuhui Wang 19 6 0 07 Jul 2021
Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation Chaithanya Kumar Mummadi Robin Hutmacher K. Rambach Evgeny Levinkov Thomas Brox J. H. Metzen TTA OOD 27 69 0 28 Jun 2021
Secure Domain Adaptation with Multiple Sources Serban Stan Mohammad Rostami 25 13 0 23 Jun 2021
Source Data-Free Cross-Domain Semantic Segmentation: Align, Teach and Propagate Yuxi Wang Jian Liang Zhaoxiang Zhang 23 5 0 22 Jun 2021
Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation Zhen Qiu Yifan Zhang Hongbin Lin Shuaicheng Niu Yanxia Liu Qing Du Mingkui Tan TTA 49 166 0 18 Jun 2021
Cross-domain Contrastive Learning for Unsupervised Domain Adaptation Rui Wang Zuxuan Wu Zejia Weng Jingjing Chen Guo-Jun Qi Yu-Gang Jiang 15 158 0 10 Jun 2021
Transformer-Based Source-Free Domain Adaptation Guanglei Yang Hao Tang Zhun Zhong M. Ding Ling Shao N. Sebe Elisa Ricci ViT 20 42 0 28 May 2021
Towards Unsupervised Domain Adaptation for Deep Face Recognition under Privacy Constraints via Federated Learning Weiming Zhuang Xin Gan Yonggang Wen Xuesen Zhang Shuai Zhang Shuai Yi FedML CVBM 33 14 0 17 May 2021
Sign Segmentation with Changepoint-Modulated Pseudo-Labelling Katrin Renz N. Stache Neil Fox Gül Varol Samuel Albanie 37 18 0 28 Apr 2021
If your data distribution shifts, use self-learning E. Rusak Steffen Schneider George Pachitariu L. Eck Peter V. Gehler Oliver Bringmann Wieland Brendel Matthias Bethge VLM OOD TTA 77 29 0 27 Apr 2021
Towards Corruption-Agnostic Robust Domain Adaptation Yifan Xu Kekai Sheng Weiming Dong Baoyuan Wu Changsheng Xu Bao-Gang Hu 39 8 0 21 Apr 2021
Visualizing Adapted Knowledge in Domain Transfer Yunzhong Hou Liang Zheng 111 54 0 20 Apr 2021
Unsupervised Multi-source Domain Adaptation Without Access to Source Data Sk. Miraj Ahmed Dripta S. Raychaudhuri S. Paul Samet Oymak A. Roy-Chowdhury 8 126 0 05 Apr 2021
DINE: Domain Adaptation from Single and Multiple Black-box Predictors Jian Liang Dapeng Hu Jiashi Feng R. He 18 77 0 04 Apr 2021
Source-Free Domain Adaptation for Semantic Segmentation Yuang Liu Wei Zhang Jun Wang 14 249 0 30 Mar 2021
Adaptive Pseudo-Label Refinement by Negative Ensemble Learning for Source-Free Unsupervised Domain Adaptation Waqar Ahmed Pietro Morerio Vittorio Murino 10 4 0 29 Mar 2021
Unsupervised Robust Domain Adaptation without Source Data Peshal Agarwal D. Paudel Jan-Nico Zaech Luc Van Gool OOD TTA 21 27 0 26 Mar 2021
VDM-DA: Virtual Domain Modeling for Source Data-free Domain Adaptation Jiayi Tian Jing Zhang Wen Li Dong Xu TTA 8 93 0 26 Mar 2021
Refining Language Models with Compositional Explanations Huihan Yao Ying Chen Qinyuan Ye Xisen Jin Xiang Ren 18 35 0 18 Mar 2021
Mitigating Domain Mismatch in Face Recognition Using Style Matching Chun-Hsien Lin Bing-Fei Wu CVBM 19 3 0 26 Feb 2021
Self-Domain Adaptation for Face Anti-Spoofing Jingjing Wang Jingyi Zhang Ying Bian Youyi Cai Chunmao Wang Shiliang Pu OOD TTA 25 95 0 24 Feb 2021
Self-Supervised Noisy Label Learning for Source-Free Unsupervised Domain Adaptation Weijie Chen Luojun Lin Shicai Yang Di Xie Shiliang Pu Yueting Zhuang Wenqi Ren NoLa SSL 25 57 0 23 Feb 2021
Domain Impression: A Source Data Free Domain Adaptation Method V. Kurmi Venkatesh Subramanian Vinay P. Namboodiri TTA 147 150 0 17 Feb 2021