Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss

29 April 2018

Qi Dou

Cheng Ouyang

Cheng Chen

Hao Chen

Pheng-Ann Heng

MedIm

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Papers citing "Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss"

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Title
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
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation Sanqing Qu Tianpei Zou Lianghua He Florian Röhrbein Alois Knoll Guang Chen Changjun Jiang 45 12 0 06 Mar 2024
MAC: ModAlity Calibration for Object Detection Yutian Lei Jun Liu Dong Huang ObjD 15 0 0 14 Oct 2023
LOTUS: Learning to Optimize Task-based US representations Yordanka Velikova Mohammad Farid Azampour Walter Simson Vanessa Gonzalez Duque Nassir Navab MedIm 17 3 0 29 Jul 2023
A Survey on Causal Representation Learning and Future Work for Medical Image Analysis Chang-Tien Lu OOD BDL CML MedIm 26 0 0 28 Oct 2022
Learning to screen Glaucoma like the ophthalmologists Junde Wu Huihui Fang Fei Li Huazhu Fu Yanwu Xu 27 0 0 23 Sep 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 32 41 0 18 Aug 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 40 26 0 27 May 2022
Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation Yuxin Kang Hansheng Li Xu Zhao D. Hu Feihong Liu Lei Cui Jun Feng Lin Yang 29 7 0 05 May 2022
Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation Shuailong Wang Rui Li 21 1 0 26 Mar 2022
MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels Ziyuan Zhao Kaixin Xu Shumeng Li Zeng Zeng Cuntai Guan OOD 17 44 0 23 Mar 2022
Modality Bank: Learn multi-modality images across data centers without sharing medical data Qi Chang Hui Qu Zhennan Yan Yunhe Gao L. Baskaran Dimitris N. Metaxas MedIm 22 4 0 22 Jan 2022
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Cheng Ouyang Chia-Ju 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 30 82 0 24 Nov 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 23 27 0 18 Sep 2021
Bridging the Gap between Events and Frames through Unsupervised Domain Adaptation Nico Messikommer Daniel Gehrig Mathias Gehrig Davide Scaramuzza 28 43 0 06 Sep 2021
Addressing materials' microstructure diversity using transfer learning Aurèle Goetz Ali Riza Durmaz Martin Müller Akhil Thomas D. Britz P. Kerfriden C. Eberl OOD 22 21 0 29 Jul 2021
Joint Semi-supervised 3D Super-Resolution and Segmentation with Mixed Adversarial Gaussian Domain Adaptation N. Savioli A. de Marvao Wenjia Bai Shuo Wang S. Cook C. Chin Daniel Rueckert D. O’Regan MedIm 24 2 0 16 Jul 2021
Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation Ivan Zakazov B. Shirokikh A. Chernyavskiy Mikhail Belyaev OOD 27 15 0 10 Jul 2021
Few-Shot Domain Adaptation with Polymorphic Transformers Shaohua Li Xiuchao Sui Jie Fu Huazhu Fu Xiangde Luo Yangqin Feng Xinxing Xu Yong Liu Daniel Ting Rick Siow Mong Goh ViT MedIm 18 20 0 10 Jul 2021
Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation Kang Li Shujun Wang Lequan Yu Pheng-Ann Heng 67 28 0 07 Jan 2021
Domain-Adversarial Learning for Multi-Centre, Multi-Vendor, and Multi-Disease Cardiac MR Image Segmentation C. Scannell A. Chiribiri M. Veta OOD MedIm 8 21 0 26 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 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
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization Shujun Wang Lequan Yu Caizi Li Chi-Wing Fu Pheng-Ann Heng OOD 26 191 0 18 Jul 2020
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation Kang Li Shujun Wang Lequan Yu Pheng-Ann Heng 19 51 0 13 Jul 2020
Self domain adapted network Yufan He A. Carass Lianrui Zuo Blake E Dewey Jerry L. Prince OOD 27 29 0 07 Jul 2020
Cross-Domain Segmentation with Adversarial Loss and Covariate Shift for Biomedical Imaging Bora Baydar Savas Ozkan A. Emre Kavur N. Gezer M. Alper Selver G. Akar OOD 16 0 0 08 Jun 2020
Critical Assessment of Transfer Learning for Medical Image Segmentation with Fully Convolutional Neural Networks Davood Karimi Simon K. Warfield Ali Gholipour MedIm 16 19 0 30 May 2020
MS-Net: Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data Quande Liu Qi Dou Lequan Yu Pheng Ann Heng OOD 74 274 0 09 Feb 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 21 311 0 06 Feb 2020
Learning Numerical Observers using Unsupervised Domain Adaptation Shenghua He Weimin Zhou Hua Li M. Anastasio OOD 11 7 0 03 Feb 2020
A $^3$ DSegNet: Anatomy-aware artifact disentanglement and segmentation network for unpaired segmentation, artifact reduction, and modality translation Y. Lyu Haofu Liao Heqin Zhu S. Kevin Zhou MedIm 22 4 0 02 Jan 2020
$\emph{cm}SalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial Networks$ \emph{cm}SalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial Networks Bo Jiang Zitai Zhou Tianlin Li Jin Tang Bin Luo GAN 19 73 0 21 Dec 2019
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
Multi-sequence Cardiac MR Segmentation with Adversarial Domain Adaptation Network Jiexiang Wang Hongyu Huang Chaoqi Chen Wenao Ma Yue Huang Xinghao Ding OOD 23 22 0 28 Oct 2019
RGB-Infrared Cross-Modality Person Re-Identification via Joint Pixel and Feature Alignment Guanán Wang Tianzhu Zhang Jian Cheng Si Liu Yang Yang Zeng-Huang Hou GAN 11 357 0 13 Oct 2019
Can we trust deep learning models diagnosis? The impact of domain shift in chest radiograph classification E. Pooch P. Ballester Rodrigo C. Barros OOD 43 120 0 03 Sep 2019
Semantic-Transferable Weakly-Supervised Endoscopic Lesions Segmentation Jiahua Dong Yang Cong Gan Sun Dongdong Hou MedIm 27 48 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
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 21 136 0 26 Jun 2019
Automatic microscopic cell counting by use of unsupervised adversarial domain adaptation and supervised density regression Shenghua He K. T. Minn L. Solnica-Krezel Hua Li M. Anastasio MedIm 16 5 0 01 Mar 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 8 308 0 24 Jan 2019
CT-GAN: Malicious Tampering of 3D Medical Imagery using Deep Learning Yisroel Mirsky Tom Mahler I. Shelef Yuval Elovici MedIm 30 192 0 11 Jan 2019
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 31 1,370 0 19 Sep 2018