A Review of Single-Source Deep Unsupervised Visual Domain Adaptation

1 September 2020

Shanghang Zhang

Alberto L. Sangiovanni-Vincentelli

S. Seshia

Kurt Keutzer

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Papers citing "A Review of Single-Source Deep Unsupervised Visual Domain Adaptation"

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Fault Diagnosis in New Wind Turbines using Knowledge from Existing Turbines by Generative Domain Adaptation S. Jonas Angela Meyer AI4CE 31 0 0 24 Apr 2025
Towards Hardware Supported Domain Generalization in DNN-Based Edge Computing Devices for Health Monitoring Johnson Loh Lyubov Dudchenko Justus Viga T. Gemmeke 57 0 0 12 Mar 2025
GDO: Gradual Domain Osmosis Zixi Wang Yubo Huang 145 0 0 31 Jan 2025
Multi-source Domain Adaptation for Panoramic Semantic Segmentation Jing Jiang Sicheng Zhao Jiankun Zhu Wenbo Tang Zhaopan Xu Jidong Yang Guoping Liu Tengfei Xing Pengfei Xu H. Yao 37 4 0 08 Jan 2025
Source-free Semantic Regularization Learning for Semi-supervised Domain Adaptation Xinyang Huang Chuang Zhu Ruiying Ren Shengjie Liu Tiejun Huang 28 0 0 03 Jan 2025
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 64 0 0 01 Dec 2024
Domain-Adaptive Neural Posterior Estimation for Strong Gravitational Lens Analysis Paxson Swierc Marcos Tamargo-Arizmendi A. Ćiprijanović Brian D. Nord 31 1 0 21 Oct 2024
Generalizing Segmentation Foundation Model Under Sim-to-real Domain-shift for Guidewire Segmentation in X-ray Fluoroscopy Yuxuan Wen Evgenia Roussinova Olivier Brina Paolo Machi Mohamed Bouri OOD MedIm 21 1 0 09 Oct 2024
PASS:Test-Time Prompting to Adapt Styles and Semantic Shapes in Medical Image Segmentation Chuyan Zhang Hao Zheng Xin You Yefeng Zheng Yun Gu VLM OOD MedIm 28 1 0 02 Oct 2024
Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment M. S. Danish Muhammad Haris Khan Muhammad Akhtar Munir M. Sarfraz Mohsen Ali ObjD 35 10 0 23 May 2024
More is Better: Deep Domain Adaptation with Multiple Sources Sicheng Zhao Hui Chen Hu Huang Pengfei Xu Guiguang Ding 24 5 0 01 May 2024
Domain Generalisation via Imprecise Learning Anurag Singh Siu Lun Chau S. Bouabid Krikamol Muandet AI4CE OOD 35 5 0 06 Apr 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
Learning Zero-Shot Material States Segmentation, by Implanting Natural Image Patterns in Synthetic Data S. Eppel Jolina Li Manuel S. Drehwald Alán Aspuru-Guzik 26 1 0 05 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 36 2 0 20 Feb 2024
Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark Hassan Ismail Fawaz Ganesh Del Grosso Tanguy Kerdoncuff Aurélie Boisbunon Illyyne Saffar AI4TS 30 2 0 15 Dec 2023
Combining inherent knowledge of vision-language models with unsupervised domain adaptation through self-knowledge distillation Thomas Westfechtel Dexuan Zhang Tatsuya Harada VLM 26 2 0 07 Dec 2023
Target-agnostic Source-free Domain Adaptation for Regression Tasks Tianlang He Zhiqiu Xia Jierun Chen Haoliang Li S.-H. Gary Chan 36 4 0 01 Dec 2023
SEA++: Multi-Graph-based High-Order Sensor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation Yucheng Wang Yuecong Xu Jianfei Yang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS 13 0 0 17 Nov 2023
Gradual Source Domain Expansion for Unsupervised Domain Adaptation Thomas Westfechtel Hao-Wei Yeh Dexuan Zhang Tatsuya Harada CLL 33 14 0 16 Nov 2023
Mixture-of-Experts for Open Set Domain Adaptation: A Dual-Space Detection Approach Zhenbang Du Jiayu An Yunlu Tu Jiahao Hong Dongrui Wu MoE 20 1 0 01 Nov 2023
Mitigating the Influence of Domain Shift in Skin Lesion Classification: A Benchmark Study of Unsupervised Domain Adaptation Methods on Dermoscopic Images Sireesha Chamarthi Katharina Fogelberg Roman C. Maron T. Brinker Julia Niebling OOD 26 0 0 05 Oct 2023
Confidence-based Visual Dispersal for Few-shot Unsupervised Domain Adaptation Yizhe Xiong Hui Chen Zijia Lin Sicheng Zhao Guiguang Ding 30 8 0 27 Sep 2023
Domain-Guided Conditional Diffusion Model for Unsupervised Domain Adaptation Yulong Zhang Shu Han Chen Weisen Jiang Yu Zhang Jiangang Lu James T. Kwok DiffM 49 5 0 23 Sep 2023
Designing a Hybrid Neural System to Learn Real-world Crack Segmentation from Fractal-based Simulation Achref Jaziri Martin Mundt Andres Fernandez Rodriguez Visvanathan Ramesh 25 2 0 18 Sep 2023
Semi-supervised Domain Adaptation on Graphs with Contrastive Learning and Minimax Entropy Jiaren Xiao Quanyu Dai X. Shen Xiaochen Xie Jing Dai James Lam Ka-Wai Kwok 25 6 0 14 Sep 2023
Unsupervised Domain Adaptation for Anatomical Landmark Detection Haibo Jin Haoxuan Che Haoxing Chen OOD 28 14 0 25 Aug 2023
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng R. Li FaML AI4TS 29 2 0 23 Aug 2023
AD-CLIP: Adapting Domains in Prompt Space Using CLIP Mainak Singha Harsh Pal Ankit Jha Biplab Banerjee VLM 16 49 0 10 Aug 2023
DOMINO: Domain-invariant Hyperdimensional Classification for Multi-Sensor Time Series Data Junyao Wang Luke Chen Mohammad Abdullah Al Faruque 23 5 0 07 Aug 2023
Improving the Transferability of Time Series Forecasting with Decomposition Adaptation Yan-hong Gao Yan Wang Qiang Wang AI4TS 18 0 0 30 Jun 2023
Prediction of COVID-19 Patients' Emergency Room Revisit using Multi-Source Transfer Learning Yuelyu Ji Yuhe Gao Runxue Bao Qi Li Di Liu Yiming Sun Ye Ye OOD 22 19 0 29 Jun 2023
An Invariant Learning Characterization of Controlled Text Generation Carolina Zheng Claudia Shi Keyon Vafa Amir Feder David M. Blei OOD 24 8 0 31 May 2023
Deep into The Domain Shift: Transfer Learning through Dependence Regularization Shumin Ma Zhiri Yuan Qi Wu Yiyan Huang Xixu Hu Cheuk Hang Leung DongDong Wang Zhixiang Huang OOD 19 6 0 31 May 2023
A Self-attention Knowledge Domain Adaptation Network for Commercial Lithium-ion Batteries State-of-health Estimation under Shallow Cycles Xin Chen Yuwen Qin Weidong Zhao Qiming Yang Ningbo Cai Kai Wu 25 7 0 11 Apr 2023
Diffusion-based Target Sampler for Unsupervised Domain Adaptation Yulong Zhang Shuhao Chen Yu Zhang Jiangang Lu DiffM 34 0 0 17 Mar 2023
Domain-Generalizable Multiple-Domain Clustering Amit Rozner Barak Battash Lior Wolf Ofir Lindenbaum SSL OOD 27 7 0 31 Jan 2023
Learning List-Level Domain-Invariant Representations for Ranking Ruicheng Xian Honglei Zhuang Zhen Qin Hamed Zamani Jing Lu Ji Ma Kai Hui Han Zhao Xuanhui Wang Michael Bendersky OOD 34 9 0 21 Dec 2022
Contrastive Domain Adaptation for Time-Series via Temporal Mixup Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 8 29 0 03 Dec 2022
BEVUDA: Multi-geometric Space Alignments for Domain Adaptive BEV 3D Object Detection Jiaming Liu Rongyu Zhang Xiaoqi Li Xiaowei Chi Zehui Chen Ming Lu Yandong Guo Shanghang Zhang 3DPC 37 4 0 30 Nov 2022
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine A. Chaddad Qizong Lu Jiali Li Y. Katib R. Kateb C. Tanougast Ahmed Bouridane Ahmed Abdulkadir OOD 24 38 0 17 Nov 2022
Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation Lin Chen Zhixiang Wei Xin Jin H. Chen Miao Zheng Kaikang Chen Yi-jing Jin 27 37 0 16 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
Making the Best of Both Worlds: A Domain-Oriented Transformer for Unsupervised Domain Adaptation Wen-hui Ma Jinming Zhang Shuang Li Chi Harold Liu Yulin Wang Wei Li 13 14 0 02 Aug 2022
Augmented Bilinear Network for Incremental Multi-Stock Time-Series Classification M. Shabani D. Tran J. Kanniainen Alexandros Iosifidis OOD AIFin 19 6 0 23 Jul 2022
Transfer Learning via Test-Time Neural Networks Aggregation Bruno Casella Alessio Barbaro Chisari S. Battiato M. Giuffrida FedML OOD 20 3 0 27 Jun 2022
Gated Domain Units for Multi-source Domain Generalization Simon Foll Alina Dubatovka Eugen Ernst Siu Lun Chau Martin Maritsch Patrik Okanovic Gudrun Thater J. M. Buhmann Felix Wortmann Krikamol Muandet OOD 33 3 0 24 Jun 2022
Cross-domain Detection Transformer based on Spatial-aware and Semantic-aware Token Alignment Jinhong Deng Xiaoyue Zhang Wen Li Lixin Duan 17 7 0 01 Jun 2022
DLTTA: Dynamic Learning Rate for Test-time Adaptation on Cross-domain Medical Images Hongzheng Yang Cheng Chen Meirui Jiang Quande Liu Jianfeng Cao Pheng Ann Heng Qi Dou OOD 24 26 0 27 May 2022
Pick up the PACE: Fast and Simple Domain Adaptation via Ensemble Pseudo-Labeling Christopher Liao Theodoros Tsiligkaridis Brian Kulis VLM TTA OOD 19 3 0 26 May 2022