Giacomo Tarroni

University of Bologna, Bologna, Italy

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Papers47 papers

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Explainable Anatomical Shape Analysis through Deep Hierarchical Generative Models

Carlo Biffi,Juan J. Cerrolaza,Giacomo Tarroni,Wenjia Bai, Antonio De Marvao,Ozan Oktay,Christian Ledig,Loic Le Folgoc, Konstantinos Kamnitsas, Georgia Doumou,Jinming Duan,Sanjay K. Prasad

IEEE Transactions on Medical Imaging, pp.1-1, (2020)

Bibtex

Deep Generative Model-based Quality Control for Cardiac MRI Segmentation

Shuo Wang,Giacomo Tarroni, Chen Qin, Yuanhan Mo, Chengliang Dai,Chen Chen,Ben Glocker,Yike Guo,Daniel Rueckert,Wenjia Bai

medical image computing and computer assisted intervention, pp.88-97, (2020)

Bibtex

Realistic Adversarial Data Augmentation for MR Image Segmentation

Chen Chen, Chen Qin, Huaqi Qiu,Cheng Ouyang, Shuo Wang, Liang Chen,Giacomo Tarroni,Wenjia Bai,Daniel Rueckert

medical image computing and computer-assisted intervention, pp.667-677, (2020)

Bibtex

Blissful Ignorance: Anti-Transfer Learning for Task Invariance

Guizzo Eric,Weyde Tillman,Tarroni Giacomo

Bibtex

A population-based phenome-wide association study of cardiac and aortic structure and function

Wenjia Bai,Hideaki Suzuki, Jian Huang,Catherine Francis, Shuo Wang,Giacomo Tarroni, Florian Guitton,Nay Aung, Kenneth Fung,Steffen E Petersen, Stefan K Piechnik,Stefan Neubauer

Nature medicine, no. 10 (2020): 1-9

WOSBibtex

Large-scale Quality Control of Cardiac Imaging in Population Studies: Application to UK Biobank

Giacomo Tarroni,Wenjia Bai,Ozan Oktay,Andreas Schuh,Hideaki Suzuki,Ben Glocker,Paul M Matthews,Daniel Rueckert

Scientific reports, no. 1 (2020): 2408

Cited by3WOSBibtex

Explainable Anatomical Shape Analysis through Deep Hierarchical Generative Models

Carlo Biffi, Georgia Doumou,Jinming Duan,Sanjay K Prasad,Stuart A Cook,Declan P O Regan,Daniel Rueckert,Juan J Cerrolaza,Giacomo Tarroni,Wenjia Bai, Antonio De Marvao,Ozan Oktay

IEEE Transactions on Medical Imaging, no. 6 (2020): 2088-2099

Cited by2WOSEIBibtex

Deep learning for cardiac image segmentation: A review

Chen Chen, Qin Chen,Qiu Huaqi,Tarroni Giacomo,Duan Jinming,Bai Wenjia,Rueckert Daniel

Frontiers in Cardiovascular Medicine, (2019): 25

Bibtex

3D High-Resolution Cardiac Segmentation Reconstruction from 2D Views using Conditional Variational Autoencoders

Carlo Biffi,Juan J. Cerrolaza,Giacomo Tarroni, Antonio de Marvao,Stuart A. Cook,Declan P. O'Regan,Daniel Rueckert

ISBI, (2019)

EIBibtex

Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation

Chen Chen,Cheng Ouyang,Giacomo Tarroni, Jo Schlemper,Huaqi Qiu,Wenjia Bai,Daniel Rueckert

STACOM@MICCAI, pp.209-219, (2019)

EIBibtex

Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images

Chen Chen,Carlo Biffi,Giacomo Tarroni,Steffen E. Petersen,Wenjia Bai,Daniel Rueckert

MICCAI (2), pp.523-531, (2019)

Cited by4EIBibtex

Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction

Wenjia Bai, Chen Chen,Giacomo Tarroni,Jinming Duan, Florian Guitton,Steffen E. Petersen,Yike Guo,Paul M. Matthews,Daniel Rueckert

MICCAI (2), pp.541-549, (2019)

Cited by22EIBibtex

Explainable Shape Analysis through Deep Hierarchical Generative Models: Application to Cardiac Remodeling

Biffi Carlo,Cerrolaza Juan J.,Tarroni Giacomo,Bai Wenjia,Oktay Ozan,Folgoc Loic Le, Kamnitsas Konstantinos, de Marvao Antonio, Doumou Georgia,Duan Jinming,Prasad Sanjay K.,Cook Stuart A.

Cited by2Bibtex

Automated cardiovascular magnetic resonance image analysis with fully convolutional networks

Wenjia Bai,Matthew Sinclair,Giacomo Tarroni,Ozan Oktay,Martin Rajchl, Ghislain Vaillant, Aaron M Lee, Nay Aung, Elena Lukaschuk, Mihir M Sanghvi,Filip Zemrak, Kenneth Fung

Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Ma..., no. 1 (2018): 65

Cited by177WOSBibtex

A Comprehensive Approach for Learning-Based Fully-Automated Inter-slice Motion Correction for Short-Axis Cine Cardiac MR Image Stacks

Giacomo Tarroni,Ozan Oktay,Matthew Sinclair,Wenjia Bai,Andreas Schuh,Hideaki Suzuki, Antonio de Marvao,Declan P. O'Regan,Stuart A. Cook,Daniel Rueckert

MICCAI, (2018): 268-276

Cited by6EIBibtex

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

Carlo Biffi,Ozan Oktay,Giacomo Tarroni,Wenjia Bai,Antonio M. Simoes Monteiro de Marvao, Georgia Doumou,Martin Rajchl, Reem Bedair,Sanjay Prasad,Stuart A. Cook,Declan P. O'Regan,Daniel Rueckert

MICCAI, (2018)

Cited by24EIBibtex

Learning-Based Quality Control for Cardiac MR Images

Giacomo Tarroni,Ozan Oktay,Wenjia Bai,Andreas Schuh,Hideaki Suzuki,Jonathan Passerat-Palmbach,Ben Glocker,Paul M. Matthews,Daniel Rueckert

IEEE transactions on medical imaging, (2018)

Cited by19EIWOSBibtex

Recurrent neural networks for aortic image sequence segmentation with sparse annotations

Wenjia Bai,Hideaki Suzuki, Chen Qin,Giacomo Tarroni,Ozan Oktay,Paul M. Matthews,Daniel Rueckert

MICCAI, (2018)

Cited by18EIBibtex

Semi-supervised Learning for Network-Based Cardiac MR Image Segmentation

Wenjia Bai,Ozan Oktay,Matthew Sinclair,Hideaki Suzuki,Martin Rajchl,Giacomo Tarroni,Ben Glocker,Andrew P. King,Paul M. Matthews,Daniel Rueckert

MICCAI, pp.253-260, (2017)

Cited by78EIBibtex

Learning-Based Heart Coverage Estimation for Short-Axis Cine Cardiac MR Images

Giacomo Tarroni,Ozan Oktay,Wenjia Bai,Andreas Schuh,Hideaki Suzuki,Jonathan Passerat-Palmbach,Ben Glocker, Antonio de Marvao,Declan P. O'Regan,Stuart A. Cook,Daniel Rueckert

FIMH, pp.73-82, (2017)

Cited by6EIBibtex

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