Deep learning for cardiac image segmentation: A review

9 November 2019

Papers citing "Deep learning for cardiac image segmentation: A review"

50 / 114 papers shown

Title
Ensemble Learning of Myocardial Displacements for Myocardial Infarction Detection in Echocardiography N. Tuan Phi D. Nguyen D. Tran H. Pham Quang-Minh Nguyen ... P. Tran Vinh-Tuyen T Le T. Nguyen Long Tran Hieu H. Pham 31 4 0 12 Mar 2023
A Global and Patch-wise Contrastive Loss for Accurate Automated Exudate Detection Wei Tang Kangning Cui Raymond H. F. Chan 17 2 0 22 Feb 2023
Semi-Supervised Segmentation of Multi-vendor and Multi-center Cardiac MRI using Histogram Matching Mahyar Bolhassani Ilkay Oksuz 11 6 0 22 Feb 2023
Multi-organ segmentation: a progressive exploration of learning paradigms under scarce annotation Shiman Li Haoran Wang Yucong Meng Chenxi Zhang Zhijian Song 19 6 0 07 Feb 2023
Reconstruction-driven motion estimation for motion-compensated MR CINE imaging Jiazhen Pan Wenqi Huang Daniel Rueckert Thomas Kustner Kerstin Hammernik 21 8 0 05 Feb 2023
Estimation of mitral valve hinge point coordinates -- deep neural net for echocardiogram segmentation Christian Schmidt H. M. Overhoff 12 0 0 20 Jan 2023
Introduction to Machine Learning for Physicians: A Survival Guide for Data Deluge Ricards Marcinkevics Ece Ozkan Julia E. Vogt OOD LM&MA FedML 13 2 0 23 Dec 2022
Deep representation learning: Fundamentals, Perspectives, Applications, and Open Challenges K. T. Baghaei Amirreza Payandeh Pooya Fayyazsanavi Shahram Rahimi Zhiqian Chen Somayeh Bakhtiari Ramezani FaML AI4TS 30 6 0 27 Nov 2022
Domain-incremental Cardiac Image Segmentation with Style-oriented Replay and Domain-sensitive Feature Whitening Kang Li Lequan Yu Pheng-Ann Heng CLL 9 22 0 09 Nov 2022
FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image Segmentation Hui Zhu Shi Shu Jianping Zhang SSeg 8 6 0 27 Oct 2022
Automated Diagnosis of Cardiovascular Diseases from Cardiac Magnetic Resonance Imaging Using Deep Learning Models: A Review M. Jafari A. Shoeibi Marjane Khodatars Navid Ghassemi Parisa Moridian ... Yu-Dong Zhang Shui-Hua Wang Juan M Gorriz Hamid Alinejad-Rokny U. Acharya 10 0 0 26 Oct 2022
Automatic Diagnosis of Myocarditis Disease in Cardiac MRI Modality using Deep Transformers and Explainable Artificial Intelligence M. Jafari A. Shoeibi Navid Ghassemi Jónathan Heras Saiguang Ling ... Shuihua Wang R. Alizadehsani Juan M Gorriz U. Acharya Hamid Alinejad-Rokny MedIm 11 10 0 26 Oct 2022
The Extreme Cardiac MRI Analysis Challenge under Respiratory Motion (CMRxMotion) Shuo Wang C. Qin Chengyan Wang Kang Wang Haoran Wang ... Zhang Shi Chenchen Dai Xin Chen He Wang Wenjia Bai 28 11 0 12 Oct 2022
Artificial Intelligence-Based Image Reconstruction in Cardiac Magnetic Resonance C. Qin Daniel Rueckert 14 3 0 21 Sep 2022
Cardiac Segmentation using Transfer Learning under Respiratory Motion Artifacts Carles Garcia-Cabrera Eric Arazo Kathleen M. Curran Noel E. O'Connor Kevin McGuinness 11 0 0 20 Sep 2022
A systematic study of race and sex bias in CNN-based cardiac MR segmentation Tiarna Lee Esther Puyol-Antón B. Ruijsink Miaojing Shi A. King 15 10 0 04 Sep 2022
Multi-Modality Cardiac Image Computing: A Survey Lei Li Wangbin Ding Liqun Huang Xiahai Zhuang Vicente Grau 29 31 0 26 Aug 2022
An Efficient Multi-Scale Fusion Network for 3D Organ at Risk (OAR) Segmentation Abhishek Srivastava Debesh Jha Elif Keles B. Aydogan M. Abazeed Ulas Bagci MedIm 13 6 0 15 Aug 2022
Going Off-Grid: Continuous Implicit Neural Representations for 3D Vascular Modeling Dieuwertje Alblas Christoph Brune K. K. Yeung J. Wolterink AI4CE 6 18 0 29 Jul 2022
A Study on the Use of Edge TPUs for Eye Fundus Image Segmentation Javier Civit-Masot Francisco Luna-Perejón José María Rodríguez Corral M. Domínguez-Morales Arturo Morgado-Estévez A. C. Balcells 14 37 0 26 Jul 2022
MMGL: Multi-Scale Multi-View Global-Local Contrastive learning for Semi-supervised Cardiac Image Segmentation Ziyuan Zhao Jinxuan Hu Zeng Zeng Xulei Yang Peisheng Qian B. Veeravalli Cuntai Guan 12 18 0 05 Jul 2022
Less Is More: A Comparison of Active Learning Strategies for 3D Medical Image Segmentation Josafat-Mattias Burmeister M. Rosas J. Hagemann Jonas Kordt J. Blum Simon Shabo Benjamin Bergner I. A. Sinai 13 6 0 02 Jul 2022
vMFNet: Compositionality Meets Domain-generalised Segmentation Xiao Liu Spyridon Thermos Pedro Sanchez Alison Q. OÑeil Sotirios A. Tsaftaris 12 12 0 29 Jun 2022
A new method incorporating deep learning with shape priors for left ventricular segmentation in myocardial perfusion SPECT images Fubao Zhu Jinyu Zhao Chen Zhao S. Tang Ji Nan ... Zhongqiang Zhao Jianzhou Shi Zenghong Chen Zhixin Jiang Weihua Zhou 12 17 0 07 Jun 2022
Eye-gaze-guided Vision Transformer for Rectifying Shortcut Learning Chong Ma Lin Zhao Yuzhong Chen Lu Zhang Zhe Xiao ... Tuo Zhang Qian Wang Dinggang Shen Dajiang Zhu Tianming Liu ViT MedIm 21 29 0 25 May 2022
Generation of Artificial CT Images using Patch-based Conditional Generative Adversarial Networks Marija Habijan Irena Galić GAN MedIm 17 4 0 19 May 2022
Shape-consistent Generative Adversarial Networks for multi-modal Medical segmentation maps Leo Segre Or Hirschorn Dvir Ginzburg D. Raviv GAN MedIm 20 1 0 24 Jan 2022
Smoothness and continuity of cost functionals for ECG mismatch computation Thomas Grandits Simone Pezzuto Gernot Plank 10 2 0 12 Jan 2022
Efficient Multi-Organ Segmentation Using SpatialConfiguration-Net with Low GPU Memory Requirements Franz Thaler Christian Payer Horst Bischof Darko Štern 11 5 0 26 Nov 2021
Domain generalization in deep learning for contrast-enhanced imaging Carla Sendra-Balcells Víctor M. Campello Carlos Martín-Isla D. Viladés M. Descalzo A. Guala J. R. Palomares Karim Lekadir OOD 10 10 0 14 Oct 2021
Transfer Learning U-Net Deep Learning for Lung Ultrasound Segmentation Dorothy Cheng E. Lam SSeg 11 27 0 05 Oct 2021
Optimized Automated Cardiac MR Scar Quantification with GAN-Based Data Augmentation D. Lustermans S. Amirrajab M. Veta M. Breeuwer C. Scannell MedIm 22 17 0 27 Sep 2021
Towards Fully Automated Segmentation of Rat Cardiac MRI by Leveraging Deep Learning Frameworks Daniel Fernandez-Llaneza Andrea Gondova Harris Vince A. Patra M. Zurek P. Konings Patrik Kagelid L. Hultin 11 3 0 09 Sep 2021
A New Semi-supervised Learning Benchmark for Classifying View and Diagnosing Aortic Stenosis from Echocardiograms Zhe Huang Gary Long B. Wessler M. C. Hughes 11 24 0 30 Jul 2021
A persistent homology-based topological loss for CNN-based multi-class segmentation of CMR Nicholas Byrne J. Clough I. Valverde Giovanni Montana A. King 17 24 0 27 Jul 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 11 144 0 09 Jul 2021
A study of CNN capacity applied to Left Venticle Segmentation in Cardiac MRI Marcelo A. F. Toledo Daniel M. Lima J. Krieger Marco A. Gutierrez 21 2 0 03 Jul 2021
Recent Advances in Fibrosis and Scar Segmentation from Cardiac MRI: A State-of-the-Art Review and Future Perspectives Yinzhe Wu Zeyu Tang Binghuan Li D. Firmin Guang Yang 10 40 0 28 Jun 2021
Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image Segmentation Xiao Liu Spyridon Thermos Alison Q. OÑeil Sotirios A. Tsaftaris OOD 6 48 0 24 Jun 2021
Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review Lei Li V. Zimmer J. Schnabel Xiahai Zhuang 25 39 0 18 Jun 2021
Cross-Modality Brain Tumor Segmentation via Bidirectional Global-to-Local Unsupervised Domain Adaptation Kelei He Wen Ji Tao Zhou Zhuoyuan Li Jing Huo Xin Zhang Yang Gao D. Shen Bing-Bin Zhang Junfeng Zhang OOD 13 7 0 17 May 2021
Three-Dimensional Embedded Attentive RNN (3D-EAR) Segmentor for Left Ventricle Delineation from Myocardial Velocity Mapping Mengmeng Kuang Yinzhe Wu D. Alonso-Álvarez D. Firmin J. Keegan P. Gatehouse Guang Yang 8 2 0 26 Apr 2021
Two layer Ensemble of Deep Learning Models for Medical Image Segmentation Truong Dang T. Nguyen John Mccall Eyad Elyan Carlos Francisco Moreno-García SSeg 8 25 0 10 Apr 2021
Unsupervised Domain Adaptation Network with Category-Centric Prototype Aligner for Biomedical Image Segmentation Ping Gong Wenwen Yu Qiuwen Sun Ruohan Zhao Junfeng Hu OOD MedIm 8 6 0 03 Mar 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models Jialin Peng Ye Wang VLM 14 58 0 28 Feb 2021
Semi-supervised Cardiac Image Segmentation via Label Propagation and Style Transfer Yao Zhang Jiawei Yang Feng Hou Yang Liu Yixin Wang Jiang Tian Cheng Zhong Yang Zhang Zhiqiang He 32 26 0 29 Dec 2020
Cascaded Framework for Automatic Evaluation of Myocardial Infarction from Delayed-Enhancement Cardiac MRI Jun Ma 23 4 0 29 Dec 2020
Histogram Matching Augmentation for Domain Adaptation with Application to Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Image Segmentation Jun Ma 8 28 0 27 Dec 2020
Effect of the regularization hyperparameter on deep learning-based segmentation in LGE-MRI O. Rukundo 12 5 0 10 Dec 2020
Deep learning approach to left ventricular non-compaction measurement Jesús M. Rodríguez-de-Vera J. González-Carrillo J. M. García Gregorio Bernabé 11 0 0 30 Nov 2020