A DIRT-T Approach to Unsupervised Domain Adaptation

23 February 2018

Papers citing "A DIRT-T Approach to Unsupervised Domain Adaptation"

50 / 118 papers shown

Title
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies Lucas Heublein N. Raichur Tobias Feigl Tobias Brieger Fin Heuer Lennart Asbach A. Rügamer Felix Ott 49 7 0 31 Mar 2025
Model Adaptation: Unsupervised Domain Adaptation without Source Data Rui Li Qianfen Jiao Wenming Cao Hau-San Wong Si Wu OOD 115 480 0 26 Feb 2025
Understanding the Capabilities and Limitations of Weak-to-Strong Generalization Wei Yao Wenkai Yang Zhilin Wang Yankai Lin Yong Liu ELM 105 1 0 03 Feb 2025
Binary Losses for Density Ratio Estimation Werner Zellinger 53 0 0 28 Jan 2025
CASUAL: Conditional Support Alignment for Domain Adaptation with Label Shift A. Nguyen Lam C. Tran Anh Tong Tuan-Duy H. Nguyen Toan M. Tran 45 1 0 31 Dec 2024
DaWin: Training-free Dynamic Weight Interpolation for Robust Adaptation Changdae Oh Yixuan Li Kyungwoo Song Sangdoo Yun Dongyoon Han OOD MoMe 45 4 0 03 Oct 2024
Enhancing Domain Adaptation through Prompt Gradient Alignment Hoang Phan Lam C. Tran Quyen Tran Trung Le 52 0 0 13 Jun 2024
Overcoming Saturation in Density Ratio Estimation by Iterated Regularization Lukas Gruber Markus Holzleitner Johannes Lehner Sepp Hochreiter Werner Zellinger 49 1 0 21 Feb 2024
Domain Adaptation Using Pseudo Labels S. Chhabra Hemanth Venkateswara Baoxin Li 24 1 0 09 Feb 2024
SynCDR : Training Cross Domain Retrieval Models with Synthetic Data Samarth Mishra Carlos D. Castillo Hongcheng Wang Kate Saenko Venkatesh Saligrama 56 1 0 31 Dec 2023
Accent-VITS:accent transfer for end-to-end TTS Linhan Ma Yongmao Zhang Xinfa Zhu Yinjiao Lei Ziqian Ning Pengcheng Zhu Lei Xie 27 7 0 28 Dec 2023
Regularized Conditional Alignment for Multi-Domain Text Classification Juntao Hu Yuan Wu OOD 11 0 0 18 Dec 2023
Subspace Identification for Multi-Source Domain Adaptation Zijian Li Ruichu Cai Guan-Hong Chen Boyang Sun Zhifeng Hao Anton van den Hengel 34 33 0 07 Oct 2023
Trust your Good Friends: Source-free Domain Adaptation by Reciprocal Neighborhood Clustering Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui Jian Yang TTA 30 11 0 01 Sep 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 19 5 0 07 Jul 2023
Partial Identifiability for Domain Adaptation Lingjing Kong Shaoan Xie Weiran Yao Yujia Zheng Guan-Hong Chen P. Stojanov Victor Akinwande Anton van den Hengel 51 8 0 10 Jun 2023
AGI for Agriculture Guoyu Lu Sheng Li Gengchen Mai Jin Sun Dajiang Zhu ... R. Xu Daniel Petti Changying Li Tianming Liu Changying Li AI4CE 45 17 0 12 Apr 2023
Unsupervised Traffic Scene Generation with Synthetic 3D Scene Graphs Artem Savkin Rachid Ellouze Nassir Navab F. Tombari 21 10 0 15 Mar 2023
Unsupervised Domain Adaptation via Distilled Discriminative Clustering Hui Tang Yaowei Wang Kui Jia OOD 23 43 0 23 Feb 2023
Class Overwhelms: Mutual Conditional Blended-Target Domain Adaptation P. Xu Boyu Wang Charles Ling 32 6 0 03 Feb 2023
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 24 28 0 21 Dec 2022
Dual Moving Average Pseudo-Labeling for Source-Free Inductive Domain Adaptation Hao Yan Yuhong Guo 8 4 0 15 Dec 2022
Reconciling a Centroid-Hypothesis Conflict in Source-Free Domain Adaptation I. Diamant Roy H. Jennings Oranit Dror H. Habi Arnon Netzer 28 2 0 07 Dec 2022
Extending Temporal Data Augmentation for Video Action Recognition Artjoms Gorpincenko Michal Mackiewicz ViT 23 4 0 09 Nov 2022
Polycentric Clustering and Structural Regularization for Source-free Unsupervised Domain Adaptation Xinyu Guan Han Sun Ningzhong Liu Huiyu Zhou 22 2 0 14 Oct 2022
Domain Adaptation with Adversarial Training on Penultimate Activations Tao Sun Cheng Lu Haibin Ling 24 15 0 26 Aug 2022
Gradual Domain Adaptation without Indexed Intermediate Domains Hong-You Chen Wei-Lun Chao CLL 57 39 0 11 Jul 2022
Test-Time Adaptation for Visual Document Understanding Sayna Ebrahimi Sercan Ö. Arik Tomas Pfister OOD 33 6 0 15 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 31 45 0 13 Jun 2022
Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors Jianfei Yang Xiangyu Peng Kaidi Wang Zheng Hua Zhu Jiashi Feng Lihua Xie Yang You 26 27 0 28 May 2022
Attracting and Dispersing: A Simple Approach for Source-free Domain Adaptation Shiqi Yang Yaxing Wang Kai Wang Shangling Jui Joost van de Weijer 24 131 0 09 May 2022
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation Kuangen Zhang Jiahong Chen Jing Wang Xinxing Chen Yuquan Leng Clarence W. de Silva Chenglong Fu 43 5 0 15 Apr 2022
Calibrating Class Weights with Multi-Modal Information for Partial Video Domain Adaptation Xiyu Wang Yuecong Xu K. Mao Jianfei Yang 18 8 0 13 Apr 2022
Commonality in Natural Images Rescues GANs: Pretraining GANs with Generic and Privacy-free Synthetic Data Kyungjune Baek Hyunjung Shim 30 12 0 11 Apr 2022
Task-specific Inconsistency Alignment for Domain Adaptive Object Detection Liang Zhao Limin Wang 25 74 0 29 Mar 2022
Listen, Adapt, Better WER: Source-free Single-utterance Test-time Adaptation for Automatic Speech Recognition Guan-Ting Lin Shang-Wen Li Hung-yi Lee TTA VLM 13 9 0 27 Mar 2022
Connecting sufficient conditions for domain adaptation: source-guided uncertainty, relaxed divergences and discrepancy localization Sofien Dhouib S. Maghsudi 33 2 0 09 Mar 2022
An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift Gholamali Aminian Mahed Abroshan Mohammad Mahdi Khalili Laura Toni M. Rodrigues OOD 23 27 0 24 Feb 2022
Improving Molecular Representation Learning with Metric Learning-enhanced Optimal Transport Fang Wu Nicolas Courty Shuting Jin Stan Z. Li OOD OT 21 8 0 13 Feb 2022
Controlling Directions Orthogonal to a Classifier Yilun Xu Hao He T. Shen Tommi Jaakkola 61 19 0 27 Jan 2022
E-ADDA: Unsupervised Adversarial Domain Adaptation Enhanced by a New Mahalanobis Distance Loss for Smart Computing Ye Gao Brian R. Baucom Karen Rose Kristin D. Gordon Hongning Wang John A. Stankovic AAML 24 1 0 24 Jan 2022
Transferability in Deep Learning: A Survey Junguang Jiang Yang Shu Jianmin Wang Mingsheng Long OOD 34 101 0 15 Jan 2022
Reciprocal Normalization for Domain Adaptation Zhiyong Huang Kekai Sheng Ke Li Jian Liang Taiping Yao Weiming Dong D. Zhou Xing Sun 41 11 0 20 Dec 2021
Semi-supervised Domain Adaptive Structure Learning Can Qin Lichen Wang Qianqian Ma Yu Yin Huan Wang Y. Fu TTA 42 20 0 12 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 29 49 0 29 Nov 2021
Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation Binhui Xie Longhui Yuan Shuang Li Chi Harold Liu Xinjing Cheng UQCV 31 89 0 25 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
Colour augmentation for improved semi-supervised semantic segmentation Geoff French Michal Mackiewicz 6 3 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 33 238 0 08 Oct 2021
S $^3$ VAADA: Submodular Subset Selection for Virtual Adversarial Active Domain Adaptation Harsh Rangwani Arihant Jain Sumukh K Aithal R. Venkatesh Babu TTA 36 29 0 18 Sep 2021