On Minimum Discrepancy Estimation for Deep Domain Adaptation

2 January 2019

Mohammad Mahfujur Rahman

Papers citing "On Minimum Discrepancy Estimation for Deep Domain Adaptation"

33 / 33 papers shown

Title
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 68 0 0 23 May 2025
Learning Compositional Transferability of Time Series for Source-Free Domain Adaptation Hankang Sun Guiming Li Su Yang Baoqi Li AI4TS TTA 127 0 0 21 Apr 2025
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies Lucas Heublein Nisha Lakshmana Raichur Tobias Feigl Tobias Brieger Fin Heuer Lennart Asbach A. Rügamer Felix Ott 211 8 0 31 Mar 2025
Time Series Domain Adaptation via Latent Invariant Causal Mechanism Ruichu Cai Junxian Huang Zhenhui Yang Zijian Li Emadeldeen Eldele Min Wu Gang Hua OOD CML BDL AI4TS 116 0 0 23 Feb 2025
Binary Losses for Density Ratio Estimation Werner Zellinger 166 0 0 28 Jan 2025
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 70 1 0 23 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 88 3 0 29 Sep 2024
LogoRA: Local-Global Representation Alignment for Robust Time Series Classification Huanyu Zhang Yi-Fan Zhang Zhang Zhang Qingsong Wen Liwen Wang AI4TS 81 1 0 12 Sep 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 131 3 0 04 Jun 2024
Overcoming Saturation in Density Ratio Estimation by Iterated Regularization Lukas Gruber Markus Holzleitner Johannes Lehner Sepp Hochreiter Werner Zellinger 127 2 0 21 Feb 2024
POND: Multi-Source Time Series Domain Adaptation with Information-Aware Prompt Tuning Junxiang Wang Guangji Bai Wei Cheng Zhengzhang Chen Liang Zhao Haifeng Chen AI4TS 122 3 0 19 Dec 2023
Deep Feature Registration for Unsupervised Domain Adaptation Youshan Zhang Brian D. Davison 72 0 0 24 Oct 2023
Source-Free Domain Adaptation with Temporal Imputation for Time Series Data Mohamed Ragab Emadeldeen Eldele Min-man Wu Chuan-Sheng Foo Xiaoli Li Zhenghua Chen TTA AI4TS 91 19 0 14 Jul 2023
Distilling Universal and Joint Knowledge for Cross-Domain Model Compression on Time Series Data Qing Xu Min-man Wu Xiaoli Li K. Mao Zhenghua Chen 55 5 0 07 Jul 2023
Stacking Ensemble Learning in Deep Domain Adaptation for Ophthalmic Image Classification Yeganeh Madadi V. Seydi Jian Sun E. Chaum Siamak Yousefi OOD 49 2 0 27 Sep 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 105 47 0 13 Jun 2022
A Survey on AI Sustainability: Emerging Trends on Learning Algorithms and Research Challenges Zhenghua Chen Min-man Wu Alvin Chan Xiaoli Li Yew-Soon Ong 74 7 0 08 May 2022
ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data Mohamed Ragab Emadeldeen Eldele Wee Ling Tan Chuan-Sheng Foo Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li TTA OOD AI4TS 78 72 0 15 Mar 2022
A Survey of Unsupervised Domain Adaptation for Visual Recognition Youshan Zhang OOD 87 45 0 13 Dec 2021
Self-supervised Autoregressive Domain Adaptation for Time Series Data Mohamed Ragab Emadeldeen Eldele Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 107 52 0 29 Nov 2021
Deep Least Squares Alignment for Unsupervised Domain Adaptation Youshan Zhang Brian D. Davison 55 3 0 03 Nov 2021
Conditional Extreme Value Theory for Open Set Video Domain Adaptation Zhuoxiao Chen Yadan Luo Mahsa Baktash 89 10 0 01 Sep 2021
Discriminative Domain-Invariant Adversarial Network for Deep Domain Generalization Mohammad Mahfujur Rahman Clinton Fookes Sridha Sridharan OOD 85 3 0 20 Aug 2021
ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan OOD 140 43 0 09 Jul 2021
Correlated Adversarial Joint Discrepancy Adaptation Network Youshan Zhang Brian D. Davison TTA OOD 108 2 0 18 May 2021
Preserving Semantic Consistency in Unsupervised Domain Adaptation Using Generative Adversarial Networks Mohammad Mahfujur Rahman Clinton Fookes Sridha Sridharan GAN 69 2 0 28 Apr 2021
Deep Domain Generalization with Feature-norm Network Mohammad Mahfujur Rahman Clinton Fookes Sridha Sridharan OOD 82 3 0 28 Apr 2021
Efficient Pre-trained Features and Recurrent Pseudo-Labeling in Unsupervised Domain Adaptation Youshan Zhang Brian D. Davison VLM 116 6 0 27 Apr 2021
Unsupervised Domain Adaptation by Uncertain Feature Alignment Tobias Ringwald Rainer Stiefelhagen 57 6 0 14 Sep 2020
Hard Class Rectification for Domain Adaptation Yunlong Zhang Changxing Jing Huangxing Lin Chaoqi Chen Yue Huang Xinghao Ding Yang Zou 60 11 0 08 Aug 2020
Meta-Learning across Meta-Tasks for Few-Shot Learning Nanyi Fei Zhiwu Lu Yizhao Gao Jia Tian Tao Xiang Ji-Rong Wen 276 11 0 11 Feb 2020
Impact of ImageNet Model Selection on Domain Adaptation Youshan Zhang Brian D. Davison FAtt OOD VLM 109 34 0 06 Feb 2020
Modified Distribution Alignment for Domain Adaptation with Pre-trained Inception ResNet Youshan Zhang Brian D. Davison OOD 79 17 0 04 Apr 2019