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Self-supervised Domain Adaptation for Computer Vision Tasks

IEEE Access (IEEE Access), 2019

25 July 2019

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Papers citing "Self-supervised Domain Adaptation for Computer Vision Tasks"

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Title
VESSA: Video-based objEct-centric Self-Supervised Adaptation for Visual Foundation Models Jesimon Barreto C. Caetano A. Araújo William Robson Schwartz VLM 104 0 0 23 Oct 2025
FedFusion: Federated Learning with Diversity- and Cluster-Aware Encoders for Robust Adaptation under Label Scarcity Ferdinand Kahenga A. Bagula Patrick Sello Sajal K. Das FedML 60 0 0 23 Sep 2025
DUDE: Diffusion-Based Unsupervised Cross-Domain Image Retrieval Ruohong Yang Peng Hu Yunfan Li Xi Peng 68 0 0 04 Sep 2025
Self-Supervised Learning for Image Segmentation: A Comprehensive Survey Thangarajah Akilan Nusrat Jahan Tianlei Wang SSL 302 1 0 19 May 2025
Efficient Self-Supervised Adaptation for Medical Image Analysis Moein Sorkhei Emir Konuk Jingyu Guo Chanjuan Meng Christos Matsoukas Kevin Smith 293 0 0 24 Mar 2025
Feature Based Methods in Domain Adaptation for Object Detection: A Review Paper Helia Mohamadi Mohammad Ali Keyvanrad Mohammad Reza Mohammadi 265 0 0 23 Dec 2024
Pseudo-label Refinement for Improving Self-Supervised Learning Systems Zia-ur-Rehman Arif Mahmood Wenxiong Kang 191 2 0 18 Oct 2024
Tackling Dimensional Collapse toward Comprehensive Universal Domain Adaptation Hung-Chieh Fang Po-Yi Lu Hsuan-Tien Lin 186 0 0 15 Oct 2024
WIDIn: Wording Image for Domain-Invariant Representation in Single-Source Domain Generalization Jiawei Ma Yulei Niu Shiyuan Huang G. Han Shih-Fu Chang VLM 148 1 0 28 May 2024
A Self-explaining Neural Architecture for Generalizable Concept Learning Sanchit Sinha Guangzhi Xiong Aidong Zhang 204 4 0 01 May 2024
M3BAT: Unsupervised Domain Adaptation for Multimodal Mobile Sensing with Multi-Branch Adversarial Training L. Meegahapola Hamza Hassoune D. Gática-Pérez 166 17 0 26 Apr 2024
On the Efficiency and Robustness of Vibration-based Foundation Models for IoT Sensing: A Case Study Tomoyoshi Kimura Jinyang Li Tianshi Wang Denizhan Kara Yizhuo Chen ... Maggie B. Wigness Shengzhong Liu Mani B. Srivastava Suhas Diggavi Tarek Abdelzaher 159 7 0 03 Apr 2024
Spurious Feature Eraser: Stabilizing Test-Time Adaptation for Vision-Language Foundation Model Huan Ma Yan Zhu Changqing Zhang Peilin Zhao Baoyuan Wu Long-Kai Huang Qinghua Hu Bing Wu VLM 447 3 0 01 Mar 2024
De-Confusing Pseudo-Labels in Source-Free Domain AdaptationEuropean Conference on Computer Vision (ECCV), 2024 I. Diamant Amir Rosenfeld Idan Achituve Jacob Goldberger Arnon Netzer 220 3 0 03 Jan 2024
Subspace-Configurable Networks Dong Wang O. Saukh Xiaoxi He Lothar Thiele OOD 243 0 0 22 May 2023
Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated DrivingIEEE Access (IEEE Access), 2023 Manuel Schwonberg J. Niemeijer Jan-Aike Termöhlen Jörg P. Schäfer Nico M. Schmidt Hanno Gottschalk Tim Fingscheidt OOD AI4CE 210 47 0 24 Apr 2023
Continual Source-Free Unsupervised Domain AdaptationInternational Conference on Image Analysis and Processing (ICIAP), 2023 Waqar Ahmed Pietro Morerio Vittorio Murino TTA CLL 140 2 0 14 Apr 2023
Semantic Image Segmentation: Two Decades of ResearchFoundations and Trends in Computer Graphics and Vision (FTCGV), 2023 G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 239 74 0 13 Feb 2023
DAFD: Domain Adaptation via Feature Disentanglement for Image Classification Zhize Wu Changjiang Du Lekang Zou Ming Tan Tong Xu Fan-Ning Cheng Fudong Nian T. Weise 153 2 0 30 Jan 2023
Vision Transformers in Medical Imaging: A Review Emerald U. Henry Onyeka Emebob C. Omonhinmin ViT MedIm 213 52 0 18 Nov 2022
Adversarial and Random Transformations for Robust Domain Adaptation and GeneralizationItalian National Conference on Sensors (INS), 2022 Liang Xiao Jiaolong Xu Dawei Zhao Erke Shang Qi Zhu Bin Dai OOD 209 6 0 13 Nov 2022
Image-free Domain Generalization via CLIP for 3D Hand Pose EstimationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Seongyeong Lee Han-Ju Park Dong Uk Kim Jihyeon Kim Muhammadjon Boboev Seungryul Baek 3DH 289 11 0 30 Oct 2022
Subsidiary Prototype Alignment for Universal Domain AdaptationNeural Information Processing Systems (NeurIPS), 2022 Jogendra Nath Kundu Suvaansh Bhambri Akshay Ravindra Kulkarni Hiran Sarkar Varun Jampani R. Venkatesh Babu 142 25 0 28 Oct 2022
Generalization in Neural Networks: A Broad SurveyNeurocomputing (Neurocomputing), 2022 Chris Rohlfs OOD AI4CE 209 16 0 04 Sep 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A SurveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Yanbei Chen Goran Frehse Xiatian Zhu Zeynep Akata 279 160 0 24 Aug 2022
Multimodal Across Domains Gaze Target DetectionInternational Conference on Multimodal Interaction (ICMI), 2022 Francesco Tonini Cigdem Beyan Elisa Ricci 3DPC 190 27 0 23 Aug 2022
Deep Unsupervised Domain Adaptation: A Review of Recent Advances and PerspectivesAPSIPA Transactions on Signal and Information Processing (TASIP), 2022 Xiaofeng Liu Chaehwa Yoo Fangxu Xing Hyejin Oh Xiaofeng Liu Je-Won Kang Jonghye Woo OOD 209 265 0 15 Aug 2022
Concurrent Subsidiary Supervision for Unsupervised Source-Free Domain AdaptationEuropean Conference on Computer Vision (ECCV), 2022 Jogendra Nath Kundu Suvaansh Bhambri Akshay Ravindra Kulkarni Hiran Sarkar Varun Jampani R. Venkatesh Babu 217 30 0 27 Jul 2022
Occupancy-MAE: Self-supervised Pre-training Large-scale LiDAR Point Clouds with Masked Occupancy AutoencodersIEEE Transactions on Intelligent Vehicles (IEEE Trans. Intell. Veh.), 2022 Chen Min Xinli Xu Dawei Zhao Liang Xiao Yiming Nie Bin Dai 3DPC 404 67 0 20 Jun 2022
CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World DomainsNeural Information Processing Systems (NeurIPS), 2022 Julian Gebele Bonifaz Stuhr Johann Haselberger 288 13 0 16 Jun 2022
CoNTACT: A Dutch COVID-19 Adapted BERT for Vaccine Hesitancy and Argumentation DetectionInternational Conference on Computational Linguistics (COLING), 2022 Jens Lemmens Jens Van Nooten Tim Kreutz Walter Daelemans 96 6 0 14 Mar 2022
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather ConditionsIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022 George Eskandar Robert A. Marsden Pavithran Pandiyan Mario Döbler Karim Guirguis B. Yang 156 7 0 07 Mar 2022
Continual BatchNorm Adaptation (CBNA) for Semantic Segmentation Marvin Klingner Mouadh Ayache Tim Fingscheidt 175 17 0 02 Mar 2022
Sim-to-Real Domain Adaptation for Lane Detection and Classification in Autonomous Driving Chuqing Hu Sinclair Hudson Martin Ethier Mohammad K. Al-Sharman Derek Rayside W. Melek 161 38 0 15 Feb 2022
AdaStereo: An Efficient Domain-Adaptive Stereo Matching Approach Xiao-yang Song Guorun Yang Xinge Zhu Hui Zhou Yuexin Ma Zhe Wang Jianping Shi 160 17 0 09 Dec 2021
Introspective Robot Perception using Smoothed Predictions from Bayesian Neural NetworksInternational Symposium of Robotics Research (ISRR), 2021 Jianxiang Feng M. Durner Zoltán-Csaba Márton Ferenc Bálint-Benczédi Rudolph Triebel UQCV BDL 201 12 0 27 Sep 2021
Exploring Data Aggregation and Transformations to Generalize across Visual Domains Antono DÍnnocente OOD 130 0 0 20 Aug 2021
Self-Rule to Multi-Adapt: Generalized Multi-source Feature Learning Using Unsupervised Domain Adaptation for Colorectal Cancer Tissue Detection C. Abbet Linda Studer Andreas Fischer H. Dawson I. Zlobec Behzad Bozorgtabar Jean-Philippe Thiran OOD 240 36 0 20 Aug 2021
Self-Supervised Domain Adaptation for Diabetic Retinopathy Grading using Vessel Image ReconstructionDeutsche Jahrestagung für Künstliche Intelligenz (KI), 2021 D. M. Nguyen T. T. N. Mai Ngoc T. T. Than Alexander Prange Daniel Sonntag OOD 188 8 0 20 Jul 2021
Understanding the Limits of Unsupervised Domain Adaptation via Data PoisoningNeural Information Processing Systems (NeurIPS), 2021 Akshay Mehra B. Kailkhura Pin-Yu Chen Jihun Hamm AAML 202 24 0 08 Jul 2021
Distance-based Hyperspherical Classification for Multi-source Open-Set Domain Adaptation S. Bucci Francesco Cappio Borlino Barbara Caputo Tatiana Tommasi VLM 170 20 0 05 Jul 2021
Self-Supervision & Meta-Learning for One-Shot Unsupervised Cross-Domain DetectionComputer Vision and Image Understanding (CVIU), 2021 Francesco Cappio Borlino S. Polizzotto Barbara Caputo Tatiana Tommasi ObjD 167 8 0 07 Jun 2021
Exploring Robustness of Unsupervised Domain Adaptation in Semantic SegmentationIEEE International Conference on Computer Vision (ICCV), 2021 Jinyu Yang Chunyuan Li Weizhi An Hehuan Ma Yuzhi Guo Yu Rong P. Zhao Junzhou Huang AAML 167 32 0 23 May 2021
Domain Adaptive Semantic Segmentation with Self-Supervised Depth EstimationIEEE International Conference on Computer Vision (ICCV), 2021 Qin Wang Dengxin Dai Lukas Hoyer Luc Van Gool Olga Fink OOD MDE 227 157 0 28 Apr 2021
RPCL: A Framework for Improving Cross-Domain Detection with Auxiliary Tasks Kai Li Curtis Wigington Chris Tensmeyer Vlad I. Morariu Handong Zhao Varun Manjunatha Nikolaos Barmpalios Y. Fu 95 0 0 18 Apr 2021
A Learnable Self-supervised Task for Unsupervised Domain Adaptation on Point Clouds Xiaoyuan Luo Shaolei Liu Kexue Fu Manning Wang Zhijian Song OOD 3DPC 100 11 0 12 Apr 2021
Self-Supervised Euphemism Detection and Identification for Content ModerationIEEE Symposium on Security and Privacy (IEEE S&P), 2021 Wanzheng Zhu Hongyu Gong Rohan Bansal Zachary Weinberg Nicolas Christin Giulia Fanti S. Bhat 176 49 0 31 Mar 2021
Geometric Unsupervised Domain Adaptation for Semantic SegmentationIEEE International Conference on Computer Vision (ICCV), 2021 Vitor Campagnolo Guizilini Jie Li Rares Andrei Ambrus Adrien Gaidon MDE 118 44 0 30 Mar 2021
Adaptive Pseudo-Label Refinement by Negative Ensemble Learning for Source-Free Unsupervised Domain Adaptation Waqar Ahmed Pietro Morerio Vittorio Murino 144 4 0 29 Mar 2021
Multi-Modal RGB-D Scene Recognition Across Domains Andrea Ferreri S. Bucci Tatiana Tommasi 183 6 0 26 Mar 2021