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A review of domain adaptation without target labels

16 January 2019

Papers citing "A review of domain adaptation without target labels"

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Title
Challenging Gradient Boosted Decision Trees with Tabular Transformers for Fraud Detection at Booking.com Sergei Krutikov Bulat Khaertdinov Rodion Kiriukhin Shubham Agrawal Mozhdeh Ariannezhad Kees Jan de Vries LMTD 94 0 0 01 Jul 2025
Prmpt2Adpt: Prompt-Based Zero-Shot Domain Adaptation for Resource-Constrained Environments Yasir Ali Farrukh S. Wali I. Khan Nathaniel D. Bastian VLM 16 0 0 20 Jun 2025
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 64 0 0 23 May 2025
Zero-Shot Adaptation of Behavioral Foundation Models to Unseen Dynamics Maksim Bobrin Ilya Zisman Alexander Nikulin Vladislav Kurenkov Dmitry V. Dylov OffRL 71 0 0 19 May 2025
GMapLatent: Geometric Mapping in Latent Space Wei Zeng Xuebin Chang Jianghao Su X. Gu Jian Sun Zongben Xu 87 0 0 30 Mar 2025
EventFly: Event Camera Perception from Ground to the Sky Lingdong Kong Dongyue Lu Xiang Xu Lai Xing Ng Wei Tsang Ooi Benoit R. Cottereau 95 0 0 25 Mar 2025
FACE: Few-shot Adapter with Cross-view Fusion for Cross-subject EEG Emotion Recognition Haiqi Liu Chao Chen Tianze Zhang CVBM 134 1 0 24 Mar 2025
LiDAR Remote Sensing Meets Weak Supervision: Concepts, Methods, and Perspectives Yuan Gao Shaobo Xia Peijie Wang Xiaohuan Xi Sheng Nie Cheng-Xiang Wang 95 1 0 24 Mar 2025
GrInAdapt: Scaling Retinal Vessel Structural Map Segmentation Through Grounding, Integrating and Adapting Multi-device, Multi-site, and Multi-modal Fundus Domains Zixuan Liu Aaron Honjaya Yuekai Xu Yi Zhang Hefu Pan Xin Wang Linda Shapiro Sheng Wang Ruikang K Wang OOD 87 0 0 08 Mar 2025
Generalizable deep learning for photoplethysmography-based blood pressure estimation -- A Benchmarking Study Mohammad Moulaeifard Peter H. Charlton Nils Strodthoff OOD 159 1 0 26 Feb 2025
Trustworthy image-to-image translation: evaluating uncertainty calibration in unpaired training scenarios Ciaran Bench Emir Ahmed Spencer A. Thomas MedIm 101 0 0 29 Jan 2025
Bridging Contrastive Learning and Domain Adaptation: Theoretical Perspective and Practical Application Gonzalo Iñaki Quintana Laurence Vancamberg Vincent Jugnon Agnès Desolneux Mathilde Mougeot MedIm 133 1 0 28 Jan 2025
UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration Chung-ju Huang Yuanpeng He Xiao Han Wenpin Jiao Zhi Jin Leye Wang FedML 135 3 0 20 Jan 2025
Neural Network Prediction of Strong Lensing Systems with Domain Adaptation and Uncertainty Quantification Shrihan Agarwal A. Ćiprijanović Brian D. Nord OOD 81 1 0 08 Jan 2025
Generalizable Sensor-Based Activity Recognition via Categorical Concept Invariant Learning Di Xiong Shuoyuan Wang Lei Zhang Wenbo Huang Chaolei Han 101 0 0 18 Dec 2024
GenMix: Effective Data Augmentation with Generative Diffusion Model Image Editing Khawar Islam M. Zaheer Arif Mahmood Karthik Nandakumar Naveed Akhtar DiffM 211 2 0 03 Dec 2024
PSELDNets: Pre-trained Neural Networks on a Large-scale Synthetic Dataset for Sound Event Localization and Detection Jinbo Hu Yin Cao Ming Wu Fang Kang Feiran Yang Wenwu Wang Mark D. Plumbley J. Yang 68 1 0 10 Nov 2024
Controlling Human Shape and Pose in Text-to-Image Diffusion Models via Domain Adaptation Benito Buchheim M. Reimann Jürgen Döllner 53 0 0 07 Nov 2024
Domain-Adaptive Neural Posterior Estimation for Strong Gravitational Lens Analysis Paxson Swierc Marcos Tamargo-Arizmendi A. Ćiprijanović Brian D. Nord 72 3 0 21 Oct 2024
DCAST: Diverse Class-Aware Self-Training Mitigates Selection Bias for Fairer Learning Yasin I. Tepeli Joana P. Gonçalves FaML 57 3 0 30 Sep 2024
LACOSTE: Exploiting stereo and temporal contexts for surgical instrument segmentation Qiyuan Wang Shang Zhao Zikang Xu S Kevin Zhou 132 0 0 14 Sep 2024
Explanatory Model Monitoring to Understand the Effects of Feature Shifts on Performance Thomas Decker Alexander Koebler Michael Lebacher Ingo Thon Volker Tresp Florian Buettner 84 1 0 24 Aug 2024
Calibrated Diverse Ensemble Entropy Minimization for Robust Test-Time Adaptation in Prostate Cancer Detection Mahdi Gilany Mohamed Harmanani P. Wilson Minh-Son To A. Jamzad Fahimeh Fooladgar Brian Wodlinger Purang Abolmaesumi Parvin Mousavi OOD 63 0 0 17 Jul 2024
What Does Softmax Probability Tell Us about Classifiers Ranking Across Diverse Test Conditions? Weijie Tu Weijian Deng Liang Zheng Tom Gedeon 89 1 0 14 Jun 2024
Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges Ping Liu Qiqi Tao Joey Tianyi Zhou 145 1 0 11 Jun 2024
Sample Selection Bias in Machine Learning for Healthcare V. Chauhan Lei A. Clifton Achille Salaün Huiqi Yvonne Lu Kim Branson Patrick Schwab Gaurav Nigam David Clifton 84 1 0 13 May 2024
Functional Imaging Constrained Diffusion for Brain PET Synthesis from Structural MRI Minhui Yu Mengqi Wu Ling Yue Andrea Bozoki Mingxia Liu DiffM MedIm 74 1 0 03 May 2024
Source-Free Domain Adaptation of Weakly-Supervised Object Localization Models for Histology Alexis Guichemerre Soufiane Belharbi Tsiry Mayet Shakeeb Murtaza Pourya Shamsolmoali Luke McCaffrey Eric Granger OOD 77 3 0 29 Apr 2024
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation Sanqing Qu Tianpei Zou Lianghua He Florian Röhrbein Alois Knoll Guang Chen Changjun Jiang 119 18 0 06 Mar 2024
Key Design Choices in Source-Free Unsupervised Domain Adaptation: An In-depth Empirical Analysis Andrea Maracani Raffaello Camoriano Elisa Maiettini Davide Talon Lorenzo Rosasco Lorenzo Natale 66 1 0 25 Feb 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 110 2 0 20 Feb 2024
ReTaSA: A Nonparametric Functional Estimation Approach for Addressing Continuous Target Shift Hwanwoo Kim Xin Zhang Jiwei Zhao Qinglong Tian OOD 55 2 0 29 Jan 2024
Weakly supervised covariance matrices alignment through Stiefel matrices estimation for MEG applications Antoine Collas Rémi Flamary Alexandre Gramfort 51 2 0 24 Jan 2024
Colorectal Polyp Segmentation in the Deep Learning Era: A Comprehensive Survey Zhenyu Wu Fengmao Lv Chenglizhao Chen Aimin Hao Shuo Li ELM 82 11 0 22 Jan 2024
Learning to Generalize over Subpartitions for Heterogeneity-aware Domain Adaptive Nuclei Segmentation Jianan Fan Dongnan Liu Hang Chang Weidong Cai 90 6 0 17 Jan 2024
Selective-Memory Meta-Learning with Environment Representations for Sound Event Localization and Detection Jinbo Hu Yin Cao Ming Wu Qiuqiang Kong Feiran Yang Mark D. Plumbley Jun Yang 78 1 0 27 Dec 2023
Estimating calibration error under label shift without labels Teodora Popordanoska Gorjan Radevski Tinne Tuytelaars Matthew B. Blaschko 39 1 0 14 Dec 2023
Livestock feeding behaviour: A review on automated systems for ruminant monitoring José O. Chelotti Luciano S. Martinez-Rau Mariano Ferrero Leandro D. Vignolo J. Galli A. Planisich H. Rufiner L. Giovanini 41 9 0 03 Dec 2023
Neural domain alignment for spoken language recognition based on optimal transport Xugang Lu Peng Shen Yu Tsao Hisashi Kawai OT 60 0 0 20 Oct 2023
Zero-shot Learning of Drug Response Prediction for Preclinical Drug Screening Kun Li Yong Luo Xiantao Cai Wenbin Hu Di Lin 59 2 0 05 Oct 2023
Change of Scenery: Unsupervised LiDAR Change Detection for Mobile Robots Alexander Krawciw Jordy Sehn Tim D. Barfoot 3DPC 72 0 0 19 Sep 2023
Exploring Flat Minima for Domain Generalization with Large Learning Rates Jian Zhang Lei Qi Yinghuan Shi Yang Gao 81 3 0 12 Sep 2023
REALM: Robust Entropy Adaptive Loss Minimization for Improved Single-Sample Test-Time Adaptation Skyler Seto B. Theobald Federico Danieli Navdeep Jaitly Dan Busbridge TTA OOD 76 6 0 07 Sep 2023
Detect, Augment, Compose, and Adapt: Four Steps for Unsupervised Domain Adaptation in Object Detection M. L. Mekhalfi Davide Boscaini Fabio Poiesi 92 6 0 29 Aug 2023
Compositional Semantic Mix for Domain Adaptation in Point Cloud Segmentation Cristiano Saltori Fabio Galasso G. Fiameni N. Sebe Fabio Poiesi Elisa Ricci 3DPC 100 19 0 28 Aug 2023
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng Li FaML AI4TS 96 2 0 23 Aug 2023
Towards Generalizable Morph Attack Detection with Consistency Regularization Hossein Kashiani Niloufar Alipour Talemi Mohammad Saeed Ebrahimi Saadabadi Nasser M. Nasrabadi AAML 43 2 0 20 Aug 2023
Cal-SFDA: Source-Free Domain-adaptive Semantic Segmentation with Differentiable Expected Calibration Error Zixin Wang Yadan Luo Zhi Chen Sen Wang Zi Huang 115 13 0 06 Aug 2023
Label Calibration for Semantic Segmentation Under Domain Shift Ondrej Bohdal Da Li Timothy M. Hospedales VLM 75 3 0 20 Jul 2023
Writer adaptation for offline text recognition: An exploration of neural network-based methods Tobias van der Werff Maruf A. Dhali Lambert Schomaker 90 1 0 11 Jul 2023