Title
HepatoGEN: Generating Hepatobiliary Phase MRI with Perceptual and Adversarial Models Jens Hooge Gerard Sanroma-Guell Faidra Stavropoulou Alexander Ullmann Gesine Knobloch Mark Klemens Carola Schmidt Sabine Weckbach Andreas Bolz DiffM MedIm 97 0 0 25 Apr 2025
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation Ruiyi Li Yuting He Rongjun Ge C. Wang Daoqiang Zhang Yang Chen Shuo Li 110 0 0 06 Feb 2025
Post-Deployment Adaptation with Access to Source Data via Federated Learning and Source-Target Remote Gradient Alignment Felix Wagner Zeju Li Pramit Saha Konstantinos Kamnitsas MedIm 8 4 0 31 Aug 2023
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets Dongik Shin Beomsu Kim Seungjun Baek MedIm 24 2 0 14 Aug 2023
Source-Free Domain Adaptive Fundus Image Segmentation with Class-Balanced Mean Teacher Longxiang Tang Kai Li Chunming He Yulun Zhang Xiu Li 32 23 0 14 Jul 2023
Reconstruction-driven Dynamic Refinement based Unsupervised Domain Adaptation for Joint Optic Disc and Cup Segmentation Ziyang Chen Yongsheng Pan Yong-quan Xia MedIm 18 11 0 10 Apr 2023
Generative appearance replay for continual unsupervised domain adaptation Boqi Chen Kevin Thandiackal Pushpak Pati O. Goksel CLL MedIm 29 11 0 03 Jan 2023
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images Serban Stan Mohammad Rostami OOD 28 10 0 02 Nov 2022
Rethinking Generalization: The Impact of Annotation Style on Medical Image Segmentation Brennan Nichyporuk Jillian Cardinell Justin Szeto Raghav Mehta J. Falet Douglas L. Arnold Sotirios A. Tsaftaris Tal Arbel 16 7 0 31 Oct 2022
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures Ran Gu Jingyang Zhang Guotai Wang Wenhui Lei Tao Song Xiaofan Zhang Kang Li Shaoting Zhang 24 41 0 18 Aug 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 41 1 0 31 May 2022
DLTTA: Dynamic Learning Rate for Test-time Adaptation on Cross-domain Medical Images Hongzheng Yang Cheng Chen Meirui Jiang Quande Liu Jianfeng Cao Pheng Ann Heng Qi Dou OOD 27 26 0 27 May 2022
Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation Shuailong Wang Rui Li 18 1 0 26 Mar 2022
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation Cheng Bian Chenglang Yuan Kai Ma Shuang Yu Dong Wei Yefeng Zheng VLM MedIm 8 31 0 19 Mar 2022
Augmentation based unsupervised domain adaptation Mauricio Orbes-Arteaga Thomas Varsavsky Lauge Sørensen Mads Nielsen A. Pai Sebastien Ourselin Marc Modat Jorge Cardoso OOD 21 3 0 23 Feb 2022
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation C. Ouyang C. L. P. Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 25 155 0 24 Nov 2021
Source-free unsupervised domain adaptation for cross-modality abdominal multi-organ segmentation Jin Hong Yudong Zhang Weitian Chen OOD MedIm 27 82 0 24 Nov 2021
GAN-based disentanglement learning for chest X-ray rib suppression Luyi Han Y. Lyu Cheng-Fang Peng S.Kevin Zhou 12 18 0 18 Oct 2021
CADA: Multi-scale Collaborative Adversarial Domain Adaptation for Unsupervised Optic Disc and Cup Segmentation Peng Liu Charlie Tran Bin Kong R. Fang 25 17 0 05 Oct 2021
Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation Ran Gu Jingyang Zhang Rui Huang Wenhui Lei Guotai Wang Shaoting Zhang OOD 13 27 0 18 Sep 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 126 65 0 06 Aug 2021
Anatomy-Constrained Contrastive Learning for Synthetic Segmentation without Ground-truth Bo Zhou Chi Liu James S. Duncan MedIm 52 18 0 12 Jul 2021
Challenges for machine learning in clinical translation of big data imaging studies Nicola K. Dinsdale Emma Bluemke V. Sundaresan M. Jenkinson Stephen Smith Ana I. L. Namburete AI4CE 32 41 0 07 Jul 2021
Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications Yang Ma Chaoyi Zhang Mariano Cabezas Yang Song Zihao Tang Dongnan Liu Weidong (Tom) Cai M. Barnett Chenyu Wang 21 35 0 20 Apr 2021
Information-based Disentangled Representation Learning for Unsupervised MR Harmonization Lianrui Zuo Blake E Dewey A. Carass Yihao Liu Yufan He P. Calabresi Jerry L. Prince 22 37 0 24 Mar 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 26 528 0 18 Feb 2021
Harnessing Uncertainty in Domain Adaptation for MRI Prostate Lesion Segmentation E. Chiou F. Giganti S. Punwani Iasonas Kokkinos Eleftheria Panagiotaki OOD MedIm 23 23 0 14 Oct 2020
Test-time Unsupervised Domain Adaptation Thomas Varsavsky Mauricio Orbes-Arteaga Carole H. Sudre M. Graham P. Nachev M. Jorge Cardoso OOD 19 55 0 05 Oct 2020
Unsupervised Domain Adaptation via CycleGAN for White Matter Hyperintensity Segmentation in Multicenter MR Images Julian Alberto Palladino D. Slezak Enzo Ferrante OOD MedIm 19 27 0 10 Sep 2020
Automated Claustrum Segmentation in Human Brain MRI Using Deep Learning Hongwei Bran Li A. Menegaux B. Schmitz-Koep Antonia Neubauer Felix J. B. Bäuerlein Suprosanna Shit C. Sorg Bjoern H. Menze D. Hedderich 17 20 0 08 Aug 2020
Multiple Sclerosis Lesion Activity Segmentation with Attention-Guided Two-Path CNNs N. Gessert Julia Kruger R. Opfer A. Ostwaldt Praveena Manogaran H. Kitzler S. Schippling Alexander Schlaefer MedIm 9 47 0 05 Aug 2020
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises S. Kevin Zhou H. Greenspan Christos Davatzikos James S. Duncan Bram van Ginneken A. Madabhushi Jerry L. Prince Daniel Rueckert Ronald M. Summers 40 624 0 02 Aug 2020
PSIGAN: Joint probabilistic segmentation and image distribution matching for unpaired cross-modality adaptation based MRI segmentation Jue Jiang Yu-chi Hu N. Tyagi A. Rimner N. Lee Joseph O. Deasy S. Berry H. Veeraraghavan OOD MedIm 16 40 0 18 Jul 2020
Multi-Domain Image Completion for Random Missing Input Data Liyue Shen Wentao Zhu Xiaosong Wang Lei Xing John M. Pauly ... Thomas Sanford Sherif Mehralivand Peter L. Choyke B. Wood Daguang Xu MedIm 12 68 0 10 Jul 2020
Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains Quande Liu Qi Dou Pheng-Ann Heng OOD 20 192 0 04 Jul 2020
Image-level Harmonization of Multi-Site Data using Image-and-Spatial Transformer Networks Robert Robinson Qi Dou Daniel Coelho De Castro K. Kamnitsas M. Groot Ronald M. Summers Daniel Rueckert Ben Glocker OOD MedIm 14 19 0 30 Jun 2020
Suggestive Annotation of Brain Tumour Images with Gradient-guided Sampling Chengliang Dai Shuo Wang Yuanhan Mo Kaichen Zhou Elsa D. Angelini Yike Guo Wenjia Bai MedIm 14 33 0 26 Jun 2020
Training Variational Networks with Multi-Domain Simulations: Speed-of-Sound Image Reconstruction Mélanie Bernhardt V. Vishnevskiy R. Rau O. Goksel OOD 9 23 0 25 Jun 2020
Source-Relaxed Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 21 84 0 07 May 2020
Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation Cheng Chen Qi Dou Hao Chen J. Qin Pheng Ann Heng 13 310 0 06 Feb 2020
Deep learning for cardiac image segmentation: A review C. L. P. Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 53 674 0 09 Nov 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 348 0 25 Sep 2019
Model-Based and Data-Driven Strategies in Medical Image Computing Daniel Rueckert J. Schnabel OOD MedIm AI4CE 25 50 0 23 Sep 2019
A Transfer Learning Approach for Automated Segmentation of Prostate Whole Gland and Transition Zone in Diffusion Weighted MRI Saman Motamed Isha Gujrathi D. Deniffel Anton Oentoro M. Haider Farzad Khalvati MedIm 9 9 0 20 Sep 2019
TUNA-Net: Task-oriented UNsupervised Adversarial Network for Disease Recognition in Cross-Domain Chest X-rays Yuxing Tang Youbao Tang V. Sandfort Jing Xiao Ronald M. Summers ViT MedIm 13 40 0 21 Aug 2019
Constrained domain adaptation for Image segmentation M. Bateson Jose Dolz H. Kervadec H. Lombaert Ismail Ben Ayed GAN 15 25 0 08 Aug 2019
Annotation-Free Cardiac Vessel Segmentation via Knowledge Transfer from Retinal Images Fei Yu Jie Zhao Y. Gong Zhi Wang Yuxi Li Fan Yang Bin Dong Quanzheng Li Li Zhang GAN MedIm 11 33 0 26 Jul 2019
Semi-Supervised Brain Lesion Segmentation with an Adapted Mean Teacher Model Wenhui Cui Yanling Liu Yuxing Li Meng-Hao Guo Yiming Li Xiuli Li Tianle Wang Xiangzhu Zeng Chuyang Ye 18 174 0 04 Mar 2019
A review of domain adaptation without target labels Wouter M. Kouw Marco Loog OOD VLM 11 477 0 16 Jan 2019
SUSAN: Segment Unannotated image Structure using Adversarial Network Fang Liu GAN MedIm 42 56 0 03 Dec 2018