Unsupervised domain adaptation for medical imaging segmentation with self-ensembling

14 November 2018

Papers citing "Unsupervised domain adaptation for medical imaging segmentation with self-ensembling"

50 / 106 papers shown

Title
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey G. Csurka Riccardo Volpi Boris Chidlovskii OOD VLM 3DV 70 40 0 06 Dec 2021
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
Uncertainty-Aware Deep Co-training for Semi-supervised Medical Image Segmentation Xu Zheng Chong Fu Haoyu Xie Jialei Chen Xingwei Wang Chiu-Wing Sham OOD 21 37 0 23 Nov 2021
A Fine-Grained Analysis on Distribution Shift Olivia Wiles Sven Gowal Florian Stimberg Sylvestre-Alvise Rebuffi Ira Ktena Krishnamurthy Dvijotham A. Cemgil OOD 239 209 0 21 Oct 2021
Learn to Ignore: Domain Adaptation for Multi-Site MRI Analysis J. Wolleb Robin Sandkühler Florentin Bieder M. Barakovic N. Hadjikhani A. Papadopoulou Ozgur Yaldizli J. Kuhle Cristina Granziera Philippe C. Cattin OOD 32 8 0 13 Oct 2021
CADA: Multi-scale Collaborative Adversarial Domain Adaptation for Unsupervised Optic Disc and Cup Segmentation Peng Liu Charlie Tran Bin Kong R. Fang 35 17 0 05 Oct 2021
Source-Free Domain Adaptive Fundus Image Segmentation with Denoised Pseudo-Labeling Cheng Chen Quande Liu Yueming Jin Qi Dou Pheng-Ann Heng 33 101 0 19 Sep 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
Cross-Modality Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation Han Liu Yubo Fan C. Cui Dingjie Su A. McNeil Benoit M. Dawant 33 2 0 13 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 22 80 0 13 Sep 2021
Context-Aware Mixup for Domain Adaptive Semantic Segmentation Qianyu Zhou Zhengyang Feng Qiqi Gu Jiangmiao Pang Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma 71 129 0 08 Aug 2021
Responsible and Regulatory Conform Machine Learning for Medicine: A Survey of Challenges and Solutions Eike Petersen Yannik Potdevin Esfandiar Mohammadi Stephan Zidowitz Sabrina Breyer ... Sandra Henn Ludwig Pechmann M. Leucker P. Rostalski Christian Herzog FaML AILaw OOD 41 21 0 20 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 26 2 0 16 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 50 41 0 07 Jul 2021
CoRSAI: A System for Robust Interpretation of CT Scans of COVID-19 Patients Using Deep Learning Manvel Avetisian I. Burenko K. Egorov V. Kokh A. Nesterov A. Nikolaev Alexander Ponomarchuk Elena Sokolova Alexander Tuzhilin Dmitry Umerenkov OOD 34 5 0 25 May 2021
Self-supervised Augmentation Consistency for Adapting Semantic Segmentation Nikita Araslanov Stefan Roth 52 228 0 30 Apr 2021
CXR Segmentation by AdaIN-based Domain Adaptation and Knowledge Distillation Y. Oh Jong Chul Ye MedIm 30 3 0 13 Apr 2021
Uncertainty-Aware Temporal Self-Learning (UATS): Semi-Supervised Learning for Segmentation of Prostate Zones and Beyond Anneke Meyer Suhita Ghosh D. Schindele M. Schostak Sebastian Stober C. Hansen Marko Rak 28 16 0 08 Apr 2021
Explainability-aided Domain Generalization for Image Classification Robin M. Schmidt FAtt OOD 27 1 0 05 Apr 2021
An Empirical Framework for Domain Generalization in Clinical Settings Haoran Zhang Natalie Dullerud Laleh Seyyed-Kalantari Q. Morris Shalmali Joshi Marzyeh Ghassemi OOD AI4CE 34 59 0 20 Mar 2021
Consistent Posterior Distributions under Vessel-Mixing: A Regularization for Cross-Domain Retinal Artery/Vein Classification Chenxin Li Yunlong Zhang Zhehan Liang Wenao Ma Yue Huang Xinghao Ding 11 20 0 16 Mar 2021
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization Jizong Peng M. Pedersoli Christian Desrosiers SSL 27 21 0 08 Mar 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 53 533 0 18 Feb 2021
An Explainable AI System for Automated COVID-19 Assessment and Lesion Categorization from CT-scans M. Pennisi I. Kavasidis C. Spampinato V. Schininà S. Palazzo ... Ada Petrone F. Albarello Giuseppe Ippolito S. Cuzzocrea S. Conoci 6 33 0 28 Jan 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
Deep Visual Domain Adaptation G. Csurka OOD 144 185 0 28 Dec 2020
Reducing Textural Bias Improves Robustness of Deep Segmentation Models Seoin Chai Daniel Rueckert Ahmed E. Fetit OOD 17 2 0 30 Nov 2020
Self-paced and self-consistent co-training for semi-supervised image segmentation Ping Wang Jizong Peng M. Pedersoli Yuanfeng Zhou Caiming Zhang Christian Desrosiers 11 53 0 31 Oct 2020
Filtering in tractography using autoencoders (FINTA) Jon Haitz Legarreta Laurent Petit F. Rheault Guillaume Theaud Carl Lemaire Maxime Descoteaux Pierre-Marc Jodoin 20 33 0 07 Oct 2020
Test-time Unsupervised Domain Adaptation Thomas Varsavsky Mauricio Orbes-Arteaga Carole H. Sudre M. Graham P. Nachev M. Jorge Cardoso OOD 21 55 0 05 Oct 2020
Unsupervised Deep Metric Learning via Orthogonality based Probabilistic Loss U. Dutta Mehrtash Harandi C. Sekhar SSL 20 16 0 22 Aug 2020
Self-supervised Visual Attribute Learning for Fashion Compatibility Donghyun Kim Kuniaki Saito Samarth Mishra Stan Sclaroff Kate Saenko Bryan A. Plummer SSL 21 22 0 01 Aug 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
Scribble-based Domain Adaptation via Co-segmentation R. Dorent Samuel Joutard J. Shapey Sotirios Bisdas N. Kitchen R. Bradford S. Saeed Marc Modat Sebastien Ourselin Tom Kamiel Magda Vercauteren OOD 20 47 0 07 Jul 2020
Automatic Ischemic Stroke Lesion Segmentation from Computed Tomography Perfusion Images by Image Synthesis and Attention-Based Deep Neural Networks Guotai Wang Tao Song Q. Dong Mei Cui Ning Huang Shaoting Zhang DiffM MedIm 30 73 0 07 Jul 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 26 1,118 0 02 Jul 2020
Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation Yingda Xia Ke Wang Zhiding Yu Fengze Liu Jinzheng Cai Lequan Yu Zhuotun Zhu Daguang Xu Alan Yuille H. Roth OOD 8 210 0 28 Jun 2020
A Survey on Incorporating Domain Knowledge into Deep Learning for Medical Image Analysis Xiaozhen Xie J. Niu Xuefeng Liu Zhengsu Chen Shaojie Tang Shui Yu 22 15 0 25 Apr 2020
Extreme Consistency: Overcoming Annotation Scarcity and Domain Shifts Gaurav Fotedar Nima Tajbakhsh Shilpa P. Ananth Xiaowei Ding 21 17 0 15 Apr 2020
Learning transferable and discriminative features for unsupervised domain adaptation Yuntao Du Ruiting Zhang Xiaowen Zhang Yirong Yao Heng-yang Lu Chongjun Wang 14 4 0 26 Mar 2020
Cross-domain Self-supervised Learning for Domain Adaptation with Few Source Labels Donghyun Kim Kuniaki Saito Tae-Hyun Oh Bryan A. Plummer Stan Sclaroff Kate Saenko SSL 12 43 0 18 Mar 2020
Deep Learning in Medical Ultrasound Image Segmentation: a Review Ziyang Wang 29 28 0 18 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
Secure and Robust Machine Learning for Healthcare: A Survey A. Qayyum Junaid Qadir Muhammad Bilal Ala I. Al-Fuqaha AAML OOD 47 376 0 21 Jan 2020
Semi-supervised Learning Approach to Generate Neuroimaging Modalities with Adversarial Training H. Nguyen Simon Luo Fabio Ramos GAN MedIm 22 4 0 09 Dec 2019
AssemblyNet: A large ensemble of CNNs for 3D Whole Brain MRI Segmentation Pierrick Coupé Boris Mansencal Michael Clement Rémi Giraud B. D. D. Senneville T. Thong Vincent Lepetit J. V. Manjón 33 111 0 20 Nov 2019
The reliability of a deep learning model in clinical out-of-distribution MRI data: a multicohort study G. Mårtensson D. Ferreira T. Granberg L. Cavallin K. Oppedal ... H. Soininen S. Lovestone A. Simmons D. Aarsland E. Westman OOD 24 135 0 01 Nov 2019
Scanner Invariant Multiple Sclerosis Lesion Segmentation from MRI S. Aslani Vittorio Murino Michael Dayan Roger Tam Diego Sona Ghassan Hamarneh MedIm 28 42 0 22 Oct 2019
Deep Semantic Segmentation of Natural and Medical Images: A Review Saeid Asgari Taghanaki Kumar Abhishek Joseph Paul Cohen Julien Cohen-Adad Ghassan Hamarneh SSeg VLM 45 668 0 16 Oct 2019
Domain Adaptation for Semantic Segmentation with Maximum Squares Loss Minghao Chen Hongyang Xue Deng Cai 43 286 0 30 Sep 2019