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
CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning Yang Yue Yulin Wang Chenxin Tao Pan Liu Shiji Song Gao Huang MedIm 26 0 0 18 Apr 2025
Explicit and Implicit Representations in AI-based 3D Reconstruction for Radiology: A systematic literature review Yuezhe Yang Boyu Yang Yaqian Wang Yang He Xingbo Dong Zhe Jin 38 0 0 15 Apr 2025
Teaching pathology foundation models to accurately predict gene expression with parameter efficient knowledge transfer Shi Pan Jianan Chen Maria Secrier 21 0 0 09 Apr 2025
Analogical Learning for Cross-Scenario Generalization: Framework and Application to Intelligent Localization Zirui Chen Zhaoyang Zhang Ziqing Xing Ridong Li Zhaohui Yang Richeng Jin Chongwen Huang YuZhi Yang Mérouane Debbah 21 0 0 09 Apr 2025
AutoSSVH: Exploring Automated Frame Sampling for Efficient Self-Supervised Video Hashing Niu Lian Jun Li Jinpeng Wang Ruisheng Luo Yaowei Wang Shu-Tao Xia Bin Chen 119 0 0 04 Apr 2025
Progressive Test Time Energy Adaptation for Medical Image Segmentation Xiaoran Zhang Byung-Woo Hong Hyoungseob Park Daniel H. Pak Anne-Marie Rickmann Lawrence H. Staib James S. Duncan Alex Wong OOD MedIm 57 0 0 20 Mar 2025
Cardiomyopathy Diagnosis Model from Endomyocardial Biopsy Specimens: Appropriate Feature Space and Class Boundary in Small Sample Size Data Masaya Mori Yuto Omae Yutaka Koyama Kazuyuki Hara J. Toyotani Yasuo Okumura Hiroyuki Hao 32 0 0 14 Mar 2025
DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion Hantao Zhang Yuhe Liu Jiancheng Yang Weidong Guo Xinyuan Wang Pascal Fua MedIm 48 0 0 09 Mar 2025
Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image Segmentation Zhiqiang Shen Peng Cao Jinzhu Yang Osmar R. Zaiane Z. Chen OOD 54 0 0 28 Feb 2025
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation B. Shirokikh Anvar Kurmukov Mariia Donskova Valentin Samokhin Mikhail Belyaev Ivan V. Oseledets OOD 39 0 0 24 Feb 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li H. Wang Weibo Ma Qing Chang VLM MedIm 106 0 0 24 Feb 2025
Color-Quality Invariance for Robust Medical Image Segmentation Ravi Shah Atsushi Fukuda Q. H. Cap OOD 102 0 0 11 Feb 2025
Domain Adaptation-Enhanced Searchlight: Enabling classification of brain states from visual perception to mental imagery Alexander Olza David Soto Roberto Santana 52 0 0 28 Jan 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan L. Yuille Zongwei Zhou MedIm 43 8 0 20 Jan 2025
AIF-SFDA: Autonomous Information Filter-driven Source-Free Domain Adaptation for Medical Image Segmentation Haojin Li Heng Li Jianyu Chen Rihan Zhong Ke Niu Huazhu Fu Jiang-Dong Liu 21 2 0 06 Jan 2025
Generate to Discriminate: Expert Routing for Continual Learning Yewon Byun Sanket Vaibhav Mehta Saurabh Garg Emma Strubell Michael Oberst Bryan Wilder Zachary Chase Lipton 78 0 0 31 Dec 2024
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation Jiaqi Yang Ye Huang Jingxi Hu Xiangjian He Linlin Shen Guoping Qiu VLM 60 1 0 31 Dec 2024
CellSeg1: Robust Cell Segmentation with One Training Image Peilin Zhou Bo Du Yongchao Xu VLM 62 1 0 02 Dec 2024
Med-PerSAM: One-Shot Visual Prompt Tuning for Personalized Segment Anything Model in Medical Domain Hangyul Yoon Doohyuk Jang JungEun Kim Eunho Yang VLM MedIm 72 1 0 25 Nov 2024
DiM: $f$ -Divergence Minimization Guided Sharpness-Aware Optimization for Semi-supervised Medical Image Segmentation Bingli Wang Houcheng Su Nan Yin Mengzhu Wang Li Shen 85 0 0 19 Nov 2024
Leveraging Computational Pathology AI for Noninvasive Optical Imaging Analysis Without Retraining Danny Barash Emilie Manning Aidan Van Vleck Omri Hirsch Kyi Lei Aye ... Sumaira Aasi Kerri E. Rieger Kavita Y. Sarin Oren Freifeld Yonatan Winetraub 85 0 0 18 Nov 2024
Gaussian Process Emulators for Few-Shot Segmentation in Cardiac MRI Bruno Viti Franz Thaler Kathrin Lisa Kapper M. Urschler Martin Holler Elias Karabelas 32 0 0 11 Nov 2024
Maximizing domain generalization in fetal brain tissue segmentation: the role of synthetic data generation, intensity clustering and real image fine-tuning Vladyslav Zalevskyi Thomas Sanchez Margaux Roulet Hélène Lajous Jordina Aviles Verdera Jana Hutter Hamza Kebiri Meritxell Bach Cuadra OOD 48 1 0 11 Nov 2024
Foundation Models for Slide-level Cancer Subtyping in Digital Pathology Pablo Meseguer Rocío del Amor Adrián Colomer Valery Naranjo MedIm 13 0 0 21 Oct 2024
Dual Prototype Evolving for Test-Time Generalization of Vision-Language Models Ce Zhang Simon Stepputtis Katia P. Sycara Yaqi Xie VLM 35 5 0 16 Oct 2024
Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled Data Jingyun Yang J. Wang Guoqing Zhang Yang Li 21 1 0 09 Oct 2024
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation Dewei Hu Hao Li Han Liu Jiacheng Wang Xing Yao Daiwei Lu Ipek Oguz MedIm 39 0 0 06 Oct 2024
Bias Assessment and Data Drift Detection in Medical Image Analysis: A Survey Andrea Prenner Bernhard Kainz 35 0 0 26 Sep 2024
Benchmarking Domain Generalization Algorithms in Computational Pathology Neda Zamanitajeddin Mostafa Jahanifar Kesi Xu Fouzia Siraj Nasir M. Rajpoot OOD 33 2 0 25 Sep 2024
Improving Intersession Reproducibility for Forearm Ultrasound based Hand Gesture Classification through an Incremental Learning Approach Keshav Bimbraw Jack Rothenberg Haichong K. Zhang 40 0 0 24 Sep 2024
From Challenges and Pitfalls to Recommendations and Opportunities: Implementing Federated Learning in Healthcare Ming Li Pengcheng Xu Junjie Hu Zeyu Tang Guang Yang FedML 45 1 0 15 Sep 2024
Continual Domain Incremental Learning for Privacy-aware Digital Pathology Pratibha Kumari Daniel Reisenbuchler Lucas Luttner N. Schaadt Friedrich Feuerhake Dorit Merhof OOD 27 5 0 10 Sep 2024
BTMuda: A Bi-level Multi-source unsupervised domain adaptation framework for breast cancer diagnosis Yuxiang Yang Xinyi Zeng Pinxian Zeng Binyu Yan Xi Wu Jiliu Zhou Yan Wang OOD 29 1 0 30 Aug 2024
Has Multimodal Learning Delivered Universal Intelligence in Healthcare? A Comprehensive Survey Qika Lin Yifan Zhu Xin Mei Ling Huang Jingying Ma Kai He Zhen Peng Erik Cambria Mengling Feng 42 17 0 23 Aug 2024
Diffuse-UDA: Addressing Unsupervised Domain Adaptation in Medical Image Segmentation with Appearance and Structure Aligned Diffusion Models Haifan Gong Yitao Wang Yihan Wang Jiashun Xiao Xiang Wan Haofeng Li MedIm 36 2 0 12 Aug 2024
Quantifying the Impact of Population Shift Across Age and Sex for Abdominal Organ Segmentation Kate Čevora Ben Glocker Wenjia Bai OOD 26 0 0 08 Aug 2024
Deep Transfer Learning for Kidney Cancer Diagnosis Yassine Habchi Hamza Kheddar Yassine Himeur A. Boukabou Shadi Atalla W. Mansoor Hussain Al-Ahmad 40 5 0 08 Aug 2024
S-SYNTH: Knowledge-Based, Synthetic Generation of Skin Images Andrea Kim Niloufar Saharkhiz E. Sizikova Miguel Lago B. Sahiner Jana G. Delfino Aldo Badano SyDa MedIm 29 1 0 31 Jul 2024
Space-scale Exploration of the Poor Reliability of Deep Learning Models: the Case of the Remote Sensing of Rooftop Photovoltaic Systems Gabriel Kasmi L. Dubus Yves-Marie Saint Drenan Philippe Blanc 35 0 0 31 Jul 2024
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification Yu Tian Congcong Wen Min Shi Muhammad Muneeb Afzal Hao Huang Muhammad Osama Khan Yan Luo Yi Fang Mengyu Wang OOD 36 7 0 11 Jul 2024
A Domain Adaptation Model for Carotid Ultrasound: Image Harmonization, Noise Reduction, and Impact on Cardiovascular Risk Markers Mohd Usama E. Nyman Ulf Naslund Christer Grönlund MedIm 38 1 0 06 Jul 2024
Graph-Guided Test-Time Adaptation for Glaucoma Diagnosis using Fundus Photography Qian Zeng Le Zhang Yipeng Liu Ce Zhu Fan Zhang OOD MedIm 43 1 0 05 Jul 2024
DCSM 2.0: Deep Conditional Shape Models for Data Efficient Segmentation Athira J. Jacob Puneet Sharma Daniel Rueckert 3DV MedIm 22 2 0 28 Jun 2024
Domain Adaptation of Echocardiography Segmentation Via Reinforcement Learning Arnaud Judge Thierry Judge Nicolas Duchateau Roman A. Sandler Joseph Z. Sokol Olivier Bernard Pierre-Marc Jodoin OOD 32 0 0 25 Jun 2024
Semi Supervised Heterogeneous Domain Adaptation via Disentanglement and Pseudo-Labelling C. Dantas R. Gaetano Dino Ienco 32 0 0 20 Jun 2024
Advancing UWF-SLO Vessel Segmentation with Source-Free Active Domain Adaptation and a Novel Multi-Center Dataset Hongqiu Wang Xiangde Luo Wu Chen Qingqing Tang Mei Xin Qiong Wang Lei Zhu 35 9 0 19 Jun 2024
Domain Game: Disentangle Anatomical Feature for Single Domain Generalized Segmentation Hao Chen Hongrun Zhang U. W. Chan Rui Yin Xiaofei Wang Chao Li OOD 29 1 0 04 Jun 2024
Domain adaptation in small-scale and heterogeneous biological datasets Seyedmehdi Orouji Martin C. Liu T. Korem Megan A. K. Peters 21 7 0 29 May 2024
CT-based brain ventricle segmentation via diffusion Schrödinger Bridge without target domain ground truths Reihaneh Teimouri Marta Kersten-Oertel Yiming Xiao MedIm DiffM 44 1 0 28 May 2024
Automatic Domain Adaptation by Transformers in In-Context Learning Ryuichiro Hataya Kota Matsui Masaaki Imaizumi 32 1 0 27 May 2024