Title
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 21 311 0 06 Feb 2020
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Deep learning for cardiac image segmentation: A review Chia-Ju Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 64 674 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 Julia A. Schnabel OOD MedIm AI4CE 28 50 0 23 Sep 2019
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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 24 40 0 21 Aug 2019
Multi-Domain Adaptation in Brain MRI through Paired Consistency and Adversarial Learning Mauricio Orbes-Arteaga Thomas Varsavsky Carole H. Sudre Zach Eaton-Rosen Lewis J. Haddow ... A. Pai Sébastien Ourselin Marc Modat P. Nachev M. Jorge Cardoso OOD 22 40 0 16 Aug 2019
Constrained domain adaptation for Image segmentation M. Bateson Jose Dolz H. Kervadec H. Lombaert Ismail Ben Ayed GAN 26 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 24 33 0 26 Jul 2019
Boundary and Entropy-driven Adversarial Learning for Fundus Image Segmentation Shujun Wang Lequan Yu Kang Li Xin Yang Chi-Wing Fu Pheng-Ann Heng FedML 19 136 0 26 Jun 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 23 174 0 04 Mar 2019
Transformation Consistent Self-ensembling Model for Semi-supervised Medical Image Segmentation Xuelong Li Lequan Yu Hao Chen Chi-Wing Fu Lei Xing Pheng-Ann Heng MedIm 19 377 0 28 Feb 2019
Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation Cheng Chen Qi Dou Hao Chen J. Qin Pheng-Ann Heng OOD 6 308 0 24 Jan 2019
A review of domain adaptation without target labels Wouter M. Kouw Marco Loog OOD VLM 13 477 0 16 Jan 2019
SUSAN: Segment Unannotated image Structure using Adversarial Network Fang Liu GAN MedIm 42 56 0 03 Dec 2018
Coarse-to-fine volumetric segmentation of teeth in Cone-Beam CT M. Ezhov A. Zakirov Maxim Gusarev 27 25 0 24 Oct 2018
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth Yuankai Huo Zhoubing Xu Hyeonsoo Moon Shunxing Bao A. Assad T. Moyo M. Savona R. Abramson Bennett A. Landman MedIm 40 225 0 15 Oct 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 31 1,370 0 19 Sep 2018
GANs for Medical Image Analysis Salome Kazeminia Christoph Baur Arjan Kuijper Bram van Ginneken Nassir Navab Shadi Albarqouni Anirban Mukhopadhyay MedIm AI4CE 18 408 0 13 Sep 2018
One-shot domain adaptation in multiple sclerosis lesion segmentation using convolutional neural networks Sergi Valverde Mostafa Salem Mariano Cabezas D. Pareto J. Vilanova L. Ramió-Torrentá À. Rovira J. Salvi A. Oliver Xavier Llado 14 135 0 31 May 2018
A Lifelong Learning Approach to Brain MR Segmentation Across Scanners and Protocols Neerav Karani K. Chaitanya Christian F. Baumgartner E. Konukoglu 38 119 0 25 May 2018
Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis V. Cheplygina Marleen de Bruijne J. Pluim 16 745 0 17 Apr 2018
Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size Yuta Hiasa Y. Otake Masaki Takao Takumi Matsuoka K. Takashima Jerry L. Prince Nobuhiko Sugano Yoshinobu Sato GAN MedIm 22 196 0 18 Mar 2018
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network Zizhao Zhang L. Yang Yefeng Zheng MedIm 50 378 0 27 Feb 2018
MR Acquisition-Invariant Representation Learning Wouter M. Kouw Marco Loog L. Bartels A. Mendrik OOD 24 11 0 22 Sep 2017
Adversarial training and dilated convolutions for brain MRI segmentation P. Moeskops M. Veta Maxime W. Lafarge K. Eppenhof J. Pluim MedIm GAN 30 132 0 11 Jul 2017
Spatial Aggregation of Holistically-Nested Convolutional Neural Networks for Automated Pancreas Localization and Segmentation H. Roth Le Lu Nathan S. Lay Adam P. Harrison A. Farag Andrew Sohn Ronald M. Summers 31 285 0 31 Jan 2017