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
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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
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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 20 11 0 10 Apr 2023
Anatomy-aware and acquisition-agnostic joint registration with SynthMorph Malte Hoffmann Andrew Hoopes Douglas N. Greve Bruce Fischl Adrian V. Dalca MedIm 46 15 0 26 Jan 2023
Generative appearance replay for continual unsupervised domain adaptation Boqi Chen Kevin Thandiackal Pushpak Pati O. Goksel CLL MedIm 32 11 0 03 Jan 2023
CellTranspose: Few-shot Domain Adaptation for Cellular Instance Segmentation M. Keaton Ram J. Zaveri Gianfranco Doretto 19 14 0 28 Dec 2022
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images Serban Stan Mohammad Rostami OOD 30 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 19 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 26 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 34 26 0 27 May 2022
Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation Shuailong Wang Rui Li 21 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 17 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 27 3 0 23 Feb 2022
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Cheng Ouyang C. L. P. Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 30 155 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 20 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 33 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 20 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 57 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
Unsupervised Domain Adaptation with Variational Approximation for Cardiac Segmentation Fuping Wu Xiahai Zhuang OOD DRL 22 72 0 16 Jun 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
Deep and Statistical Learning in Biomedical Imaging: State of the Art in 3D MRI Brain Tumor Segmentation K. R. M. Fernando Cris P Tsokos 28 53 0 09 Mar 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 39 529 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 30 23 0 14 Oct 2020
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Unsupervised Domain Adaptation via CycleGAN for White Matter Hyperintensity Segmentation in Multicenter MR Images Julian Alberto Palladino D. Slezak Enzo Ferrante OOD MedIm 21 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 22 20 0 08 Aug 2020
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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 55 624 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 Harini 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 15 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 28 192 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 19 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 19 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 14 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 33 84 0 07 May 2020
SynthMorph: learning contrast-invariant registration without acquired images Malte Hoffmann Benjamin Billot Douglas N. Greve Juan Eugenio Iglesias Bruce Fischl Adrian V. Dalca MedIm 13 147 0 21 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Neerav Karani Ertunc Erdil K. Chaitanya E. Konukoglu OOD 20 162 0 09 Apr 2020
A Learning Strategy for Contrast-agnostic MRI Segmentation Benjamin Billot Douglas N. Greve Koen van Leemput Bruce Fischl Juan Eugenio Iglesias Adrian V. Dalca 15 76 0 04 Mar 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 21 310 0 06 Feb 2020
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Causality matters in medical imaging Daniel Coelho De Castro Ian Walker Ben Glocker CML 20 337 0 17 Dec 2019
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 64 674 0 09 Nov 2019