Domain Adaptation for Medical Image Analysis: A Survey

18 February 2021

Papers citing "Domain Adaptation for Medical Image Analysis: A Survey"

50 / 198 papers shown

Title
A Textbook Remedy for Domain Shifts: Knowledge Priors for Medical Image Analysis Yue Yang Mona Gandhi Yufei Wang Yifan Wu Michael S. Yao Christopher Callison-Burch James C. Gee Mark Yatskar 58 3 0 23 May 2024
Diffusion Model Driven Test-Time Image Adaptation for Robust Skin Lesion Classification Ming Hu Siyuan Yan Peng Xia Feilong Tang Wenxue Li Peibo Duan Lin Zhang Zongyuan Ge MedIm 32 2 0 18 May 2024
Detecting Domain Shift in Multiple Instance Learning for Digital Pathology Using Fréchet Domain Distance Milda Pocevičiūtė Gabriel Eilertsen Stina Garvin Claes Lundström 42 5 0 16 May 2024
Towards Clinician-Preferred Segmentation: Leveraging Human-in-the-Loop for Test Time Adaptation in Medical Image Segmentation Shishuai Hu Zehui Liao Zeyou Liu Yong-quan Xia OOD 25 0 0 14 May 2024
Synthetic Data in Radiological Imaging: Current State and Future Outlook E. Sizikova A. Badal Jana G. Delfino Miguel Lago Brandon Nelson Niloufar Saharkhiz B. Sahiner Ghada Zamzmi Aldo Badano MedIm 44 5 0 08 May 2024
Cross-Modal Domain Adaptation in Brain Disease Diagnosis: Maximum Mean Discrepancy-based Convolutional Neural Networks Xuran Zhu OOD MedIm 38 2 0 06 May 2024
Machine Learning Techniques for MRI Data Processing at Expanding Scale Taro Langner 32 0 0 22 Apr 2024
Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation Qinghe Ma Jian Zhang Lei Qi Qian Yu Yinghuan Shi Yang Gao 48 7 0 13 Apr 2024
Multi-rater Prompting for Ambiguous Medical Image Segmentation Jinhong Wang Yi Cheng Jintai Chen Hongxia Xu Danny Chen Jian Wu MedIm 40 1 0 11 Apr 2024
Neural Cellular Automata for Lightweight, Robust and Explainable Classification of White Blood Cell Images Michael Deutges Ario Sadafi Nassir Navab Carsten Marr 29 1 0 08 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions Yuting He Fuxiang Huang Xinrui Jiang Yuxiang Nie Minghao Wang Jiguang Wang Hao Chen LM&MA AI4CE 71 27 0 04 Apr 2024
Language Guided Domain Generalized Medical Image Segmentation Shahina Kunhimon Muzammal Naseer Salman Khan Fahad Shahbaz Khan 23 0 0 01 Apr 2024
Towards Automatic Abdominal MRI Organ Segmentation: Leveraging Synthesized Data Generated From CT Labels Cosmin Ciausu Deepa Krishnaswamy Benjamin Billot Steve Pieper Ron Kikinis Andrey Fedorov 29 1 0 22 Mar 2024
Improving cross-domain brain tissue segmentation in fetal MRI with synthetic data Vladyslav Zalevskyi Thomas Sanchez Margaux Roulet Jordina Aviles Verddera Jana Hutter Hamza Kebiri Meritxell Bach Cuadra 39 3 0 22 Mar 2024
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image Segmentation Haoyu Zhao Wen-Wen Dong Rui Yu Zhou Zhao Bo Du Yongchao Xu OOD MedIm 50 4 0 18 Mar 2024
Align and Distill: Unifying and Improving Domain Adaptive Object Detection Justin Kay T. Haucke Suzanne Stathatos Siqi Deng Erik Young Pietro Perona Sara Beery Grant Van Horn 53 4 0 18 Mar 2024
Ensembling and Test Augmentation for Covid-19 Detection and Covid-19 Domain Adaptation from 3D CT-Scans F. Bougourzi Féryal Windal Moulaï H. Benhabiles Fadi Dornaika Abdelmalik Taleb-Ahmed 3DPC 41 3 0 17 Mar 2024
Predicting Generalization of AI Colonoscopy Models to Unseen Data Joel Shor C. McNeil Yotam Intrator Joe Ledsam H. Yamano ... Masaaki Miyo Eiji Oki Ichiro Takemasa Ehud Rivlin Roman Goldenberg 41 0 0 14 Mar 2024
DALSA: Domain Adaptation for Supervised Learning From Sparsely Annotated MR Images Michael Götz C. Weber F. Binczyk Joanna Polańska R. Tarnawski B. Bobek-Billewicz Ullrich Kothe Jens Kleesiek B. Stieltjes Klaus H. Maier-Hein 151 82 0 12 Mar 2024
Fine-tuning a Multiple Instance Learning Feature Extractor with Masked Context Modelling and Knowledge Distillation Juan Pisula Katarzyna Bozek 35 2 0 08 Mar 2024
Recent Advances, Applications, and Open Challenges in Machine Learning for Health: Reflections from Research Roundtables at ML4H 2023 Symposium Hyewon Jeong Sarah Jabbour Yuzhe Yang Rahul Thapta Hussein Mozannar ... Linying Zhang Harvineet Singh Tom Hartvigsen Helen Zhou Chinasa T. Okolo VLM AI4TS OOD 43 2 0 03 Mar 2024
Few-shot adaptation for morphology-independent cell instance segmentation Ram J. Zaveri Voke Brume Gianfranco Doretto 22 0 0 27 Feb 2024
Medical Image Segmentation with InTEnt: Integrated Entropy Weighting for Single Image Test-Time Adaptation Haoyu Dong N. Konz Han Gu Maciej Mazurowski OOD 26 4 0 14 Feb 2024
A Survey on Domain Generalization for Medical Image Analysis Ziwei Niu Shuyi Ouyang Shiao Xie Yen-wei Chen Lanfen Lin OOD LM&MA 27 5 0 07 Feb 2024
[Citation needed] Data usage and citation practices in medical imaging conferences Théo Sourget Ahmet Akkocc Stinna Winther Christine Lyngbye Galsgaard Amelia Jiménez-Sánchez Dovile Juodelyte Caroline Petitjean V. Cheplygina 16 2 0 05 Feb 2024
Learning to Generalize over Subpartitions for Heterogeneity-aware Domain Adaptive Nuclei Segmentation Jianan Fan Dongnan Liu Hang Chang Weidong Cai 28 5 0 17 Jan 2024
Online Continual Domain Adaptation for Semantic Image Segmentation Using Internal Representations Serban Stan Mohammad Rostami OOD CLL 33 0 0 02 Jan 2024
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 55 11 0 28 Dec 2023
Cross-Age and Cross-Site Domain Shift Impacts on Deep Learning-Based White Matter Fiber Estimation in Newborn and Baby Brains Rizhong Lin Ali Gholipour Jean-Philippe Thiran Davood Karimi Hamza Kebiri Meritxell Bach Cuadra 11 4 0 22 Dec 2023
MDD-UNet: Domain Adaptation for Medical Image Segmentation with Theoretical Guarantees, a Proof of Concept Asbjorn Munk Ao Ma Mads Nielsen OOD 21 2 0 19 Dec 2023
Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification June-Woo Kim Sangmin Bae Won-Yang Cho Byungjo Lee Ho-Young Jung 39 11 0 15 Dec 2023
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation Christian Weihsbach Christian N. Kruse Alexander Bigalke Mattias P. Heinrich 37 0 0 11 Dec 2023
Predicting Postoperative Intraocular Lens Dislocation in Cataract Surgery via Deep Learning Negin Ghamsarian Doris Putzgruber-Adamitsch Stephanie Sarny Raphael Sznitman Klaus Schoeffmann Y. El-Shabrawi 14 3 0 06 Dec 2023
Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image Enhancement Heng Li Ziqin Lin Zhongxi Qiu Zinan Li Huazhu Fu Yan Hu Jiang-Dong Liu MedIm 37 9 0 03 Dec 2023
Investigating a domain adaptation approach for integrating different measurement instruments in a longitudinal clinical registry Maren Hackenberg Michelle Pfaffenlehner Max Behrens Astrid Pechmann Janbernd Kirschner Harald Binder 14 0 0 01 Dec 2023
Cross-dataset domain adaptation for the classification COVID-19 using chest computed tomography images R. Ouni H. Alhichri OOD 11 1 0 14 Nov 2023
SIRE: scale-invariant, rotation-equivariant estimation of artery orientations using graph neural networks Dieuwertje Alblas Julian Suk Christoph Brune K. K. Yeung J. Wolterink MedIm 32 4 0 09 Nov 2023
Medical Image Segmentation with Domain Adaptation: A Survey Yuemeng Li Yong-Xian Fan OOD 21 3 0 03 Nov 2023
Domain Generalization in Computational Pathology: Survey and Guidelines Mostafa Jahanifar M. Raza Kesi Xu T. Vuong R. Jewsbury ... Neda Zamanitajeddin Jin Tae Kwak S. Raza F. Minhas Nasir M. Rajpoot OOD 28 17 0 30 Oct 2023
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image Segmentation Jiesi Hu Yanwu Yang Xutao Guo Jinghua Wang Heather Ting Ma MedIm 41 1 0 27 Oct 2023
Towards contrast-agnostic soft segmentation of the spinal cord Sandrine Bédard E. Karthik C. Tsagkas E. Pravatà C. Granziera Andrew C. Smith K. A. Weber Julien Cohen-Adad 21 12 0 23 Oct 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 46 22 0 22 Oct 2023
Deep Learning Predicts Biomarker Status and Discovers Related Histomorphology Characteristics for Low-Grade Glioma Zijie Fang Yihang Liu Yifeng Wang Xiangyang Zhang Yang Chen ... Zhi Wang Shan Zeng Hong Shen Jun Tan Yongbing Zhang 15 2 0 11 Oct 2023
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 28 0 0 10 Oct 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 31 0 0 05 Oct 2023
Domain Generalization for Medical Image Analysis: A Survey Jee Seok Yoon Kwanseok Oh Yooseung Shin Maciej A Mazurowski Heung-Il Suk LM&MA OOD 40 8 0 05 Oct 2023
Energy-Guided Continuous Entropic Barycenter Estimation for General Costs Alexander Kolesov Petr Mokrov Igor Udovichenko Milena Gazdieva G. Pammer Anastasis Kratsios Evgeny Burnaev Alexander Korotin OT 45 2 0 02 Oct 2023
A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter Collaboration Yixing Huang Christoph Bert Rostislav Makarov Alexander Alenin Andreas Maier F. Putz FedML CLL 19 1 0 29 Sep 2023
Better Generalization of White Matter Tract Segmentation to Arbitrary Datasets with Scaled Residual Bootstrap Wan Liu Chuyang Ye 8 0 0 25 Sep 2023
Order-preserving Consistency Regularization for Domain Adaptation and Generalization Mengmeng Jing Xiantong Zhen Jingjing Li Cees G. M. Snoek 27 4 0 23 Sep 2023