Unsupervised Domain Adaptation via Disentangled Representations: Application to Cross-Modality Liver Segmentation

31 July 2019

Fan Zhang

James S. Duncan

Papers citing "Unsupervised Domain Adaptation via Disentangled Representations: Application to Cross-Modality Liver Segmentation"

35 / 35 papers shown

Title
Disentanglement Learning via Topology Nikita Balabin Daria Voronkova I. Trofimov Evgeny Burnaev S. Barannikov DRL 60 2 0 24 Aug 2023
Reverse Engineering Breast MRIs: Predicting Acquisition Parameters Directly from Images N. Konz Maciej Mazurowski MedIm 35 5 0 08 Mar 2023
Deep Learning for Breast MRI Style Transfer with Limited Training Data Shixing Cao N. Konz James Duncan Maciej Mazurowski MedIm 33 13 0 05 Jan 2023
CellTranspose: Few-shot Domain Adaptation for Cellular Instance Segmentation M. Keaton Ram J. Zaveri Gianfranco Doretto 19 14 0 28 Dec 2022
Single Slice Thigh CT Muscle Group Segmentation with Domain Adaptation and Self-Training Qi Yang Xin Yu Ho Hin Lee L. Cai Kaiwen Xu ... Yuankai Huo A. Moore S. Makrogiannis Luigi Ferrucci Bennett A. Landman 34 3 0 30 Nov 2022
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine A. Chaddad Qizong Lu Jiali Li Y. Katib R. Kateb C. Tanougast Ahmed Bouridane Ahmed Abdulkadir OOD 24 38 0 17 Nov 2022
What can we learn about a generated image corrupting its latent representation? A. Tomczak Aarush Gupta Slobodan Ilic Nassir Navab Shadi Albarqouni GAN MedIm 30 4 0 12 Oct 2022
One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis Onat Dalmaz Muhammad Usama Mirza Gokberk Elmas Muzaffer Özbey S. Dar Emir Ceyani Salman Avestimehr Tolga cCukur MedIm 31 39 0 13 Jul 2022
Target and Task specific Source-Free Domain Adaptive Image Segmentation VS Vibashan Jeya Maria Jose Valanarasu Vishal M. Patel OOD 32 17 0 29 Mar 2022
Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation Shuailong Wang Rui Li 26 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 19 44 0 23 Mar 2022
Source-free unsupervised domain adaptation for cross-modality abdominal multi-organ segmentation Jin Hong Yudong Zhang Weitian Chen OOD MedIm 32 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
Unsupervised Domain Adaptation with Semantic Consistency across Heterogeneous Modalities for MRI Prostate Lesion Segmentation E. Chiou F. Giganti S. Punwani Iasonas Kokkinos Eleftheria Panagiotaki MedIm 25 2 0 19 Sep 2021
Unsupervised domain adaptation for cross-modality liver segmentation via joint adversarial learning and self-learning Jin Hong S. Yu Weitian Chen OOD MedIm 19 80 0 13 Sep 2021
Bridging the Gap between Events and Frames through Unsupervised Domain Adaptation Nico Messikommer Daniel Gehrig Mathias Gehrig Davide Scaramuzza 33 43 0 06 Sep 2021
Orthogonal Jacobian Regularization for Unsupervised Disentanglement in Image Generation Yuxiang Wei Yupeng Shi Xiao-Chang Liu Zhilong Ji Yuan Gao Zhongqin Wu W. Zuo 28 55 0 17 Aug 2021
Controllable cardiac synthesis via disentangled anatomy arithmetic Spyridon Thermos Xiao Liu Alison Q. OÑeil Sotirios A. Tsaftaris MedIm 27 14 0 04 Jul 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 48 532 0 18 Feb 2021
Comparing Deep Learning strategies for paired but unregistered multimodal segmentation of the liver in T1 and T2-weighted MRI V. Couteaux Mathilde Trintignac O. Nempont G. Pizaine A. Vlachomitrou P. Valette L. Milot Isabelle Bloch 22 3 0 18 Jan 2021
Conditional Generation of Medical Images via Disentangled Adversarial Inference Mohammad Havaei Ximeng Mao Yiping Wang Qicheng Lao GAN MedIm 26 20 0 08 Dec 2020
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
Multiple instance learning on deep features for weakly supervised object detection with extreme domain shifts Nicolas Gonthier Saïd Ladjal Y. Gousseau WSOD 29 28 0 03 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 55 625 0 02 Aug 2020
Learning Disentangled Representations with Latent Variation Predictability Xinqi Zhu Chang Xu Dacheng Tao CoGe DRL 22 26 0 25 Jul 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 18 69 0 10 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 24 19 0 30 Jun 2020
Target-Independent Domain Adaptation for WBC Classification using Generative Latent Search Prashant Pandey A. Prathosh Vinay Kyatham Deepak Mishra T. R. Dastidar OOD MedIm 31 25 0 11 May 2020
CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation A. Emre Kavur N. Gezer M. Baris Sinem Aslan Pierre-Henri Conze ... Klaus H. Maier-Hein G. Akar Gözde B. Ünal O. Dicle M. Alper Selver 50 611 0 17 Jan 2020
Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results Xiaoxiao Li Yufeng Gu Nicha Dvornek Lawrence H. Staib P. Ventola James S. Duncan FedML OOD 18 353 0 16 Jan 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
Disentangle, align and fuse for multimodal and semi-supervised image segmentation A. Chartsias G. Papanastasiou Chengjia Wang S. Semple D. Newby R. Dharmakumar Sotirios A. Tsaftaris 24 13 0 11 Nov 2019
Domain-Agnostic Learning with Anatomy-Consistent Embedding for Cross-Modality Liver Segmentation Junlin Yang Nicha Dvornek Fan Zhang Juntang Zhuang Julius Chapiro Mingde Lin James S. Duncan FedML OOD MedIm 32 17 0 27 Aug 2019
Truly Generalizable Radiograph Segmentation with Conditional Domain Adaptation Hugo Oliveira E. Ferreira J. A. dos Santos MedIm 19 14 0 16 Jan 2019