An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR Image Segmentation

13 September 2017

Christian F. Baumgartner

Lisa M. Koch

Marc Pollefeys

E. Konukoglu

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Papers citing "An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR Image Segmentation"

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Title
How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation Malitha Gunawardhana Fangqiang Xu Jichao Zhao 41 2 0 26 Jul 2024
Diagnosis and Prognosis of Head and Neck Cancer Patients using Artificial Intelligence I. Sobirov 49 0 0 31 May 2023
ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image Segmentation Kecheng Zhang Xiahai Zhuang 24 8 0 12 Jan 2023
High-Resolution Boundary Detection for Medical Image Segmentation with Piece-Wise Two-Sample T-Test Augmented Loss Yucong Lin J. Su Yuhang Li Yuhao Wei Hanchao Yan ... Tianyu Fu Deqiang Xiao Feifei Wang Jue Hou Jian Yang 38 1 0 04 Nov 2022
Scoliosis Detection using Deep Neural Network Y. Nguyen 31 1 0 31 Oct 2022
Metric Based Few-Shot Graph Classification Donato Crisostomi Simone Antonelli Valentino Maiorca Luca Moschella R. Marin Emanuele Rodolà 44 5 0 08 Jun 2022
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision Kecheng Zhang Xiahai Zhuang 23 68 0 03 Mar 2022
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 22 121 0 17 Dec 2021
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation Chen Chen C. Qin Cheng Ouyang Zeju Li Shuo Wang Huaqi Qiu Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 62 40 0 07 Aug 2021
Federated Learning for Multi-Center Imaging Diagnostics: A Study in Cardiovascular Disease Akis Linardos Kaisar Kushibar S. Walsh P. Gkontra Karim Lekadir FedML 25 63 0 07 Jul 2021
Efficient Model Monitoring for Quality Control in Cardiac Image Segmentation Francesco Galati Maria A. Zuluaga 27 15 0 12 Apr 2021
Interpretability of a Deep Learning Model in the Application of Cardiac MRI Segmentation with an ACDC Challenge Dataset Adrianna Janik J. Dodd Georgiana Ifrim Kris Sankaran Kathleen M. Curran 33 26 0 15 Mar 2021
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey Rosana El Jurdia Caroline Petitjean P. Honeine Veronika Cheplygina F. Abdallah SSeg MedIm 33 79 0 16 Nov 2020
Cardiac Segmentation with Strong Anatomical Guarantees Nathan Painchaud Youssef Skandarani Thierry Judge Olivier Bernard A. Lalande Pierre-Marc Jodoin 36 100 0 15 Jun 2020
Residual Attention U-Net for Automated Multi-Class Segmentation of COVID-19 Chest CT Images Xiaocong Chen Lina Yao Yu Zhang 36 197 0 12 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Neerav Karani Ertunc Erdil K. Chaitanya E. Konukoglu OOD 23 163 0 09 Apr 2020
Deep learning for cardiac image segmentation: A review Chen Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 64 675 0 09 Nov 2019
Domain specific cues improve robustness of deep learning based segmentation of ct volumes Marie Kloenne Sebastian Niehaus L. Lampe A. Merola J. Reinelt Ingo Roeder N. Scherf OOD 26 1 0 23 Jul 2019
Disentangled Representation Learning in Cardiac Image Analysis A. Chartsias T. Joyce G. Papanastasiou M. Williams D. Newby R. Dharmakumar Sotirios A. Tsaftaris DRL 25 126 0 22 Mar 2019
Deep Learning in Cardiology Paschalis A. Bizopoulos D. Koutsouris MedIm 27 136 0 22 Feb 2019
Automatic 3D bi-ventricular segmentation of cardiac images by a shape-refined multi-task deep learning approach Jinming Duan Ghalib A. Bello Jo Schlemper Wenjia Bai T. Dawes C. Biffi A. de Marvao Georgia Doumou D. O’Regan Daniel Rueckert MedIm 21 5 0 26 Aug 2018
Automatic Airway Segmentation in chest CT using Convolutional Neural Networks Antonio Garcia-Uceda Juarez H. Tiddens M. de Bruijne 22 61 0 14 Aug 2018
Active Learning for Segmentation by Optimizing Content Information for Maximal Entropy Firat Özdemir Z. Peng C. Tanner Philipp Fürnstahl O. Goksel 20 28 0 18 Jul 2018
Learning to Segment Medical Images with Scribble-Supervision Alone Y. Can K. Chaitanya Basil Mustafa Lisa M. Koch E. Konukoglu Christian F. Baumgartner 16 87 0 12 Jul 2018
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers Mahendra Khened Alex Varghese Ganapathy Krishnamurthi 24 310 0 16 Jan 2018
Semantic Segmentation of Human Thigh Quadriceps Muscle in Magnetic Resonance Images E. Ahmad Manu Goyal J. McPhee H. Degens Moi Hoon Yap 32 17 0 01 Jan 2018
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 349 10,639 0 19 Feb 2017