A Brief Review of Domain Adaptation

7 October 2020

Papers citing "A Brief Review of Domain Adaptation"

50 / 221 papers shown

Title
Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data ScarcityInternational Conference on Smart Computing (SMARTCOMP), 2023 Riccardo Presotto Sannara Ek Gabriele Civitarese François Portet P. Lalanda Claudio Bettini 157 11 0 23 Jun 2023
In Search of netUnicorn: A Data-Collection Platform to Develop Generalizable ML Models for Network Security ProblemsConference on Computer and Communications Security (CCS), 2023 Roman Beltiukov Wenbo Guo Arpit Gupta W. Willinger 119 24 0 15 Jun 2023
Unraveling the Interconnected Axes of Heterogeneity in Machine Learning for Democratic and Inclusive AdvancementsConference on Equity and Access in Algorithms, Mechanisms, and Optimization (EAAMO), 2023 Maryam Molamohammadi Afaf Taik Nicolas Le Roux G. Farnadi 157 2 0 11 Jun 2023
Accounting For Informative Sampling When Learning to Forecast Treatment Outcomes Over TimeInternational Conference on Machine Learning (ICML), 2023 Toon Vanderschueren Alicia Curth Wouter Verbeke M. Schaar 162 16 0 07 Jun 2023
Bridging the Domain Gap between Synthetic and Real-World Data for Autonomous Driving Xiangyu Bai Yedi Luo Le Jiang Aniket Gupta Pushyami Kaveti H. Singh Sarah Ostadabbas 159 9 0 05 Jun 2023
Is Generative Modeling-based Stylization Necessary for Domain Adaptation in Regression Tasks? Jinman Park Francois Barnard Saad Hossain Sirisha Rambhatla Paul Fieguth OOD 162 0 0 02 Jun 2023
Neuronal Cell Type Classification using Deep Learning Ofek Ophir Orit Shefi Ofir Lindenbaum 114 3 0 01 Jun 2023
ReadMe++: Benchmarking Multilingual Language Models for Multi-Domain Readability AssessmentConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Tarek Naous Michael Joseph Ryan Anton Lavrouk Mohit Chandra Wei Xu 193 16 0 23 May 2023
TADA: Efficient Task-Agnostic Domain Adaptation for TransformersAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Chia-Chien Hung Lukas Lange Jannik Strötgen 154 13 0 22 May 2023
Unlearnable Examples Give a False Sense of Security: Piercing through Unexploitable Data with Learnable ExamplesACM Multimedia (ACM MM), 2023 Wanzhu Jiang Yunfeng Diao He Wang Jianxin Sun Ming Wang Richang Hong 178 20 0 16 May 2023
ReMask: A Robust Information-Masking Approach for Domain Counterfactual GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Pengfei Hong Rishabh Bhardwaj Navonil Majumdar Somak Aditya Soujanya Poria AAML 91 1 0 04 May 2023
Structure Preserving Cycle-GAN for Unsupervised Medical Image Domain AdaptationAnnual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2023 Paolo Iacono N. Khan OOD MedIm 117 10 0 18 Apr 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 142 21 0 12 Apr 2023
APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIP Mainak Singha Ankit Jha Bhupendra S. Solanki Shirsha Bose Biplab Banerjee VLM 131 36 0 12 Apr 2023
Deep-learning assisted detection and quantification of (oo)cysts of Giardia and Cryptosporidium on smartphone microscopy imagesMachine Learning for Biomedical Imaging (MLBI), 2023 Suprim Nakarmi S. Pudasaini Safal Thapaliya Pratima Upretee Retina Shrestha Basant Giri B. Neupane Bishesh Khanal 38 2 0 11 Apr 2023
Online Distillation with Continual Learning for Cyclic Domain Shifts Joachim Houyon A. Cioppa Yasir Ghunaim Motasem Alfarra Anaïs Halin Maxim Henry Guohao Li Marc Van Droogenbroeck CLL 116 8 0 03 Apr 2023
Learnability, Sample Complexity, and Hypothesis Class Complexity for Regression Models S. Beheshti Mahdi Shamsi 64 0 0 28 Mar 2023
Unsupervised Domain Adaption with Pixel-level Discriminator for Image-aware Layout GenerationComputer Vision and Pattern Recognition (CVPR), 2023 Chenchen Xu Min Zhou Bo Xiao Yuning Jiang Weiwei Xu 131 20 0 25 Mar 2023
Data-centric Artificial Intelligence: A SurveyACM Computing Surveys (ACM Comput. Surv.), 2023 Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Helen Zhou 181 293 0 17 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A SurveyACM Computing Surveys (ACM Comput. Surv.), 2023 Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Tianpeng Liu 301 21 0 15 Mar 2023
Context Normalization Layer with Applications Hanane Azzag M. Dilmi Hanene Azzag M. Lebbah D. Bouchaffra 114 0 0 14 Mar 2023
Meta-learning approaches for few-shot learning: A survey of recent advancesACM Computing Surveys (ACM Comput. Surv.), 2023 Hassan Gharoun Fereshteh Momenifar Fang Chen Amir H. Gandomi OOD VLM 162 105 0 13 Mar 2023
Aux-Drop: Handling Haphazard Inputs in Online Learning Using Auxiliary Dropouts Rohit Agarwal D. K. Gupta Alexander Horsch Dilip K. Prasad 170 5 0 09 Mar 2023
Domain Adaptation via Rebalanced Sub-domain Alignment Yi-Ling Liu Juncheng Dong Ziyang Jiang Ahmed Aloui Keyu Li Hunter Klein Vahid Tarokh David Carlson 133 4 0 03 Feb 2023
Decentralized Entropic Optimal Transport for Privacy-preserving Distributed Distribution Comparison Xiangfeng Wang Hongteng Xu Moyi Yang OT 181 2 0 28 Jan 2023
Model-based Transfer Learning for Automatic Optical Inspection based on domain discrepancy Erik Isai Valle Salgado Haoxin Yan Yue Hong Peiyuan Zhu Shidong Zhu ... Yanxiang Wen Xiu Li Xiaolin Qian Xiaohao Wang Xinghui Li 52 0 0 14 Jan 2023
Improving Automated Program Repair with Domain AdaptationACM Transactions on Software Engineering and Methodology (TOSEM), 2022 Armin Zirak Hadi Hemmati 105 13 0 21 Dec 2022
Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey G. Sarafraz Armin Behnamnia Mehran Hosseinzadeh Ali Balapour Amin Meghrazi Hamid R. Rabiee OOD AI4CE 142 7 0 04 Dec 2022
Mixture Domain Adaptation to Improve Semantic Segmentation in Real-World Surveillance Sébastien Piérard A. Cioppa Anaïs Halin Renaud Vandeghen Maxime Zanella Benoît Macq Saïd Mahmoudi Marc Van Droogenbroeck 103 7 0 18 Nov 2022
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in MedicineIEEE/CAA Journal of Automatica Sinica (JCAS), 2022 Ahmad Chaddad Qizong Lu Jiali Li Y. Katib R. Kateb C. Tanougast Ahmed Bouridane Ahmed Abdulkadir OOD 134 47 0 17 Nov 2022
Cross-Mode Knowledge Adaptation for Bike Sharing Demand Prediction using Domain-Adversarial Graph Neural Networks Yuebing Liang Guan Huang Zhan Zhao OOD 137 21 0 16 Nov 2022
On Unsupervised Uncertainty-Driven Speech Pseudo-Label Filtering and Model CalibrationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Nauman Dawalatabad Sameer Khurana Antoine Laurent James R. Glass 67 3 0 14 Nov 2022
Machine Learning Challenges of Biological Factors in Insect Image Data Nicholas Pellegrino Zahra Gharaee Paul Fieguth 126 2 0 04 Nov 2022
Manifold Alignment with Label InformationInternational Conference on Sampling Theory and Applications (SampTA), 2022 Andres F. Duque Myriam Lizotte Guy Wolf Kevin R. Moon 63 4 0 23 Oct 2022
Unsupervised Non-transferable Text ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Guangtao Zeng Wei Lu 174 7 0 23 Oct 2022
Synthetic-to-real Composite Semantic Segmentation in Additive ManufacturingJournal of Manufacturing and Materials Processing (JMMP), 2022 Aliaksei L. Petsiuk Harnoor Singh Himanshu Dadhwal Joshua M. Pearce 118 8 0 14 Oct 2022
Data Feedback Loops: Model-driven Amplification of Dataset BiasesInternational Conference on Machine Learning (ICML), 2022 Rohan Taori Tatsunori B. Hashimoto 239 56 0 08 Sep 2022
Domain Engineering for Applied Monocular Reconstruction of Parametric Faces Igor Borovikov K. Levonyan Jon Rein Pawel Wrotek Nitish Victor 3DH CVBM 137 0 0 06 Sep 2022
Domain Adaptation Principal Component Analysis: base linear method for learning with out-of-distribution data Evgeny M Mirkes Jonathan Bac Aziz Fouché Sergey V. Stasenko A. Zinovyev Alexander N. Gorban OOD 91 17 0 28 Aug 2022
Cross-Domain Few-Shot Classification via Inter-Source StylizationInternational Conference on Information Photonics (ICIP), 2022 Huali Xu Shuaifeng Zhi Tianpeng Liu 239 6 0 17 Aug 2022
Applied monocular reconstruction of parametric faces with domain engineeringComputer Science and Information Technology (CSIT), 2022 Igor Borovikov K. Levonyan Jon Rein Pawel Wrotek Nitish Victor CVBM 3DH 113 3 0 05 Aug 2022
Towards out of distribution generalization for problems in mechanicsComputer Methods in Applied Mechanics and Engineering (CMAME), 2022 Lingxiao Yuan Harold S. Park Emma Lejeune OOD AI4CE 147 22 0 29 Jun 2022
Measuring the Feasibility of Analogical Transfer using Complexity Pierre-Alexandre Murena 97 1 0 23 Jun 2022
A Simple Baseline for Adversarial Domain Adaptation-based Unsupervised Flood Forecasting Delong Chen Ruizhi Zhou Ya‐Jun Pan Fan Liu AI4CE 73 0 0 16 Jun 2022
GoToNet: Fast Monocular Scene Exposure and ExplorationJournal of Intelligent and Robotic Systems (J. Intell. Robot. Syst.), 2022 Tom Avrech Evgenii Zheltonozhskii Chaim Baskin Ehud Rivlin 87 0 0 13 Jun 2022
No Parameter Left Behind: How Distillation and Model Size Affect Zero-Shot Retrieval G. Rosa L. Bonifacio Vitor Jeronymo Hugo Queiroz Abonizio Marzieh Fadaee R. Lotufo Rodrigo Nogueira 283 27 0 06 Jun 2022
Contrastive Centroid Supervision Alleviates Domain Shift in Medical Image Classification Wenshuo Zhou Dalu Yang Binghong Wu Yehui Yang Junde Wu Xiaorong Wang Lei Wang Haifeng Huang Yanwu Xu OOD 113 1 0 31 May 2022
Billions of Parameters Are Worth More Than In-domain Training Data: A case study in the Legal Case Entailment Task G. Rosa L. Bonifacio Vitor Jeronymo Hugo Queiroz Abonizio R. Lotufo Rodrigo Nogueira AILaw ELM 155 12 0 30 May 2022
MiDAS: Multi-integrated Domain Adaptive Supervision for Fake News Detection Abhijit Suprem C. Pu 172 9 0 19 May 2022
Domain Adaptation in Multilingual and Multi-Domain Monolingual Settings for Complex Word IdentificationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 George-Eduard Zaharia Razvan-Alexandru Smadu Dumitru-Clementin Cercel M. Dascalu 147 4 0 15 May 2022