Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling

Carlo Biffi, Ozan Oktay, Giacomo Tarroni, Wenjia Bai, Antonio de Marvao, Georgia Doumou, Martin Rajchl, Reem Bedair, Sanjay Prasad, Stuart A. Cook

Type: Preprint

Publication Date: 2018-07-18

Citations: 0

View Publication

Locations

arXiv (Cornell University) - View

Similar Works

Action	Title	Year	Authors
+	Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling	2018	Carlo Alberto Biffi Ozan Oktay Giacomo Tarroni Wenjia Bai Antonio de Marvao Georgia Doumou Martin Rajchl Reem Bedair Sanjay Prasad Stuart A. Cook
+ PDF Chat	Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling	2018	Carlo Biffi Ozan Oktay Giacomo Tarroni Wenjia Bai Antonio de Marvao Georgia Doumou Martin Rajchl Reem Bedair Sanjay Prasad Stuart A. Cook
+	Explainable Anatomical Shape Analysis through Deep Hierarchical Generative Models	2019	Carlo Alberto Biffi Juan J. Cerrolaza Giacomo Tarroni Wenjia Bai Antonio de Marvao Ozan Oktay Christian Ledig Loïc Le Folgoc Konstantinos Kamnitsas Georgia Doumou
+ PDF Chat	Explainable Anatomical Shape Analysis Through Deep Hierarchical Generative Models	2020	Carlo Biffi Juan J. Cerrolaza Giacomo Tarroni Wenjia Bai Antonio de Marvao Ozan Oktay Christian Ledig Loïc Le Folgoc Konstantinos Kamnitsas Georgia Doumou
+	A Generalizable Deep Learning System for Cardiac MRI	2023	Rohan Shad Cyril Zakka Dhamanpreet Kaur Robyn Fong Ross W. Filice John Mongan Kimberly Kalianos Nishith Khandwala David Eng Matthew Leipzig
+	Explainable Shape Analysis through Deep Hierarchical Generative Models: Application to Cardiac Remodeling.	2019	Carlo Biffi Juan J. Cerrolaza Giacomo Tarroni Wenjia Bai Ozan Oktay Loïc Le Folgoc Konstantinos Kamnitsas Antonio de Marvao Georgia Doumou Jinming Duan
+ PDF Chat	Large-scale cross-modality pretrained model enhances cardiovascular state estimation and cardiomyopathy detection from electrocardiograms: An AI system development and multi-center validation study	2024	Zhengyao Ding Yujian Hu Youyao Xu Chengchen Zhao Ziyu Li Yiheng Mao Haitao Li Qian Li Jing Wang Yue Chen
+ PDF Chat	DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via a Structure-Specific Generative Method	2022	Qi Chang Zhennan Yan Mu Zhou Di Liu Khalid Sawalha Meng Ye Qilong Zhangli Mikael Kanski Subhi J. Al’Aref Leon Axel
+	Anatomically-Informed Deep Learning on Contrast-Enhanced Cardiac MRI for Scar Segmentation and Clinical Feature Extraction	2020	Haley G. Abramson Dan M. Popescu Rebecca Ping Yu Changxin Lai Julie K. Shade Kathérine C. Wu Marco Maggioni Natalia A. Trayanova
+	DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method	2022	Qi Chang Zhennan Yan Mu Zhou Di Liu Khalid Sawalha Meng Ye Qilong Zhangli Mikael Kanski Subhi Al Aref Leon Axel
+	An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR Image Segmentation	2017	Christian F. Baumgartner Lisa M. Koch Marc Pollefeys Ender Konukoğlu
+	Anatomically-Informed Deep Learning on Contrast-Enhanced Cardiac MRI for Scar Segmentation and Clinical Feature Extraction.	2020	Haley G. Abramson Dan M. Popescu Rebecca Yu Changxin Lai Julie K. Shade Kathérine C. Wu Mauro Maggioni Natalia A. Trayanova
+	M(otion)-mode Based Prediction of Ejection Fraction using Echocardiograms	2023	Ece Özkan Thomas M. Sutter Yurong Hu Sebastian Balzer Julia E. Vogt
+ PDF Chat	Deep Learning for Segmentation Using an Open Large-Scale Dataset in 2D Echocardiography	2019	Sarah Leclerc Erik Smistad João Pedrosa Andreas Østvik Frédéric Cervenansky Florian Espinosa Torvald Espeland Erik Andreas Rye Berg Pierre-Marc Jodoin Thomas Grenier
+ PDF Chat	Deep Learning for Cardiac Image Segmentation: A Review	2020	Chen Chen Chen Qin Huaqi Qiu Giacomo Tarroni Jinming Duan Wenjia Bai Daniel Rueckert
+	3D Cardiac Shape Prediction with Deep Neural Networks: Simultaneous Use of Images and Patient Metadata	2019	Rahman Attar Marco Pereañez Christopher Bowles Stefan K. Piechnik Stefan Neubauer Steffen E. Petersen Alejandro F. Frangi
+	Fast and accurate classification of echocardiograms using deep learning	2017	Ali Madani Ramy Arnaout Mohammad R. K. Mofrad Rima Arnaout
+	Fast and accurate classification of echocardiograms using deep learning	2017	Ali Madani Ramy Arnaout Mohammad R. K. Mofrad Rima Arnaout
+	Generative Modelling of the Ageing Heart with Cross-Sectional Imaging and Clinical Data	2022	Mengyun Qiao Berke Doga Basaran Huaqi Qiu Shuo Wang Yi Guo Yuanyuan Wang Paul M. Matthews Daniel Rueckert Wenjia Bai
+	Automatic Segmentation and Disease Classification Using Cardiac Cine MR Images	2017	Jelmer M. Wolterink Tim Leiner Max A. Viergever Ivana Išgum

Works That Cite This (0)

Action	Title	Year	Authors

Works Cited by This (1)

Action	Title	Year	Authors
+ PDF Chat	Atlas-based anatomical modeling and analysis of heart disease	2014	Pau Medrano−Gracia Brett R. Cowan Avan Suinesiaputra Alistair A. Young