Giacomo Tarroni

ORCID

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 50

Top Venues

University of Bologna, Italy (PHD)

Education History

University of Bologna, Italy

PHD

Publications

Sergio Naval Marimont, Vasilis Siomos, Matthew Baugh, Christos Tzelepis, Bernhard Kainz, Giacomo Tarroni
Ensembled Cold-Diffusion Restorations for Unsupervised Anomaly Detection. CoRR (2024)
Maolin Li, Giacomo Tarroni, Vasilis Siomos
Sample selection with noise rate estimation in noise learning of medical image analysis. CoRR (2023)
Eric Guizzo, Tillman Weyde, Giacomo Tarroni, Danilo Comminiello
Quaternion Anti-Transfer Learning for Speech Emotion Recognition. WASPAA (2023)
Sergio Naval Marimont, Giacomo Tarroni
Harder synthetic anomalies to improve OoD detection in Medical Images. CoRR (2023)
Sergio Naval Marimont, Vasilis Siomos, Giacomo Tarroni
MIM-OOD: Generative Masked Image Modelling for Out-of-Distribution Detection in Medical Images. DGM4MICCAI (2023)
David Herron, Ernesto Jiménez-Ruiz, Giacomo Tarroni, Tillman Weyde
NeSy4VRD: A Multifaceted Resource for Neurosymbolic AI Research using Knowledge Graphs in Visual Relationship Detection. CoRR (2023)
Sergio Naval Marimont, Vasilis Siomos, Giacomo Tarroni
MIM-OOD: Generative Masked Image Modelling for Out-of-Distribution Detection in Medical Images. CoRR (2023)
David Zimmerer, Peter M. Full, Fabian Isensee, Paul Jäger, Tim Adler, Jens Petersen, Gregor Köhler, Tobias Roß, Annika Reinke, Antanas Kascenas, Bjørn Sand Jensen, Alison Q. O'Neil, Jeremy Tan, Benjamin Hou, James Batten, Huaqi Qiu, Bernhard Kainz, Nina Shvetsova, Irina Fedulova, Dmitry V. Dylov, Baolun Yu, Jianyang Zhai, Jingtao Hu, Runxuan Si, Sihang Zhou, Siqi Wang, Xinyang Li, Xuerun Chen, Yang Zhao, Sergio Naval Marimont, Giacomo Tarroni, Victor Saase, Lena Maier-Hein, Klaus H. Maier-Hein
Abstract: MOOD 2020 - A Public Benchmark for Out-of-distribution Detection and Localization on Medical Images. Bildverarbeitung für die Medizin (2023)
Vasilis Siomos, Sergio Naval Marimont, Jonathan Passerat-Palmbach, Giacomo Tarroni
ARIA: On the interaction between Architectures, Aggregation methods and Initializations in federated visual classification. CoRR (2023)
Sergio Naval Marimont, Matthew Baugh, Vasilis Siomos, Christos Tzelepis, Bernhard Kainz, Giacomo Tarroni
DISYRE: Diffusion-Inspired SYnthetic REstoration for Unsupervised Anomaly Detection. CoRR (2023)
Sergio Naval Marimont, Giacomo Tarroni
Implicit U-Net for Volumetric Medical Image Segmentation. MIUA (2022)
Vasilis Siomos, Giacomo Tarroni, Jonathan Passerat-Palmbach
FeTS Challenge 2022 Task 1: Implementing FedMGDA + and a New Partitioning. BrainLes@MICCAI (2) (2022)
Sergio Naval Marimont, Giacomo Tarroni
Implicit U-Net for volumetric medical image segmentation. CoRR (2022)
Chen Chen, Chen Qin, Cheng Ouyang, Zeju Li, Shuo Wang, Huaqi Qiu, Liang Chen, Giacomo Tarroni, Wenjia Bai, Daniel Rueckert
Enhancing MR image segmentation with realistic adversarial data augmentation. Medical Image Anal. 82 (2022)
David Zimmerer, Peter M. Full, Fabian Isensee, Paul Jäger, Tim Adler, Jens Petersen, Gregor Köhler, Tobias Roß, Annika Reinke, Antanas Kascenas, Bjørn Sand Jensen, Alison Q. O'Neil, Jeremy Tan, Benjamin Hou, James Batten, Huaqi Qiu, Bernhard Kainz, Nina Shvetsova, Irina Fedulova, Dmitry V. Dylov, Baolun Yu, Jianyang Zhai, Jingtao Hu, Runxuan Si, Sihang Zhou, Siqi Wang, Xinyang Li, Xuerun Chen, Yang Zhao, Sergio Naval Marimont, Giacomo Tarroni, Victor Saase, Lena Maier-Hein, Klaus H. Maier-Hein
MOOD 2020: A Public Benchmark for Out-of-Distribution Detection and Localization on Medical Images. IEEE Trans. Medical Imaging 41 (10) (2022)
Sergio Naval Marimont, Giacomo Tarroni
Anomaly Detection Through Latent Space Restoration Using Vector Quantized Variational Autoencoders. ISBI (2021)
Chen Chen, Chen Qin, Cheng Ouyang, Shuo Wang, Huaqi Qiu, Liang Chen, Giacomo Tarroni, Wenjia Bai, Daniel Rueckert
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation. CoRR (2021)
Sergio Naval Marimont, Giacomo Tarroni
Implicit Field Learning for Unsupervised Anomaly Detection in Medical Images. MICCAI (2) (2021)
Eric Guizzo, Tillman Weyde, Giacomo Tarroni
Anti-transfer learning for task invariance in convolutional neural networks for speech processing. Neural Networks 142 (2021)
Sergio Naval Marimont, Giacomo Tarroni
Implicit field learning for unsupervised anomaly detection in medical images. CoRR (2021)
Chen Chen, Chen Qin, Huaqi Qiu, Cheng Ouyang, Shuo Wang, Liang Chen, Giacomo Tarroni, Wenjia Bai, Daniel Rueckert
Realistic Adversarial Data Augmentation for MR Image Segmentation. CoRR (2020)
Carlo Biffi, Juan J. Cerrolaza, Giacomo Tarroni, Wenjia Bai, Antonio de Marvao, Ozan Oktay, Christian Ledig, Loïc Le Folgoc, Konstantinos Kamnitsas, Georgia Doumou, Jinming Duan, Sanjay K. Prasad, Stuart A. Cook, Declan P. O'Regan, Daniel Rueckert
Explainable Anatomical Shape Analysis Through Deep Hierarchical Generative Models. IEEE Trans. Medical Imaging 39 (6) (2020)
Eric Guizzo, Tillman Weyde, Giacomo Tarroni
Blissful Ignorance: Anti-Transfer Learning for Task Invariance. CoRR (2020)
Chen Chen, Chen Qin, Huaqi Qiu, Cheng Ouyang, Shuo Wang, Liang Chen, Giacomo Tarroni, Wenjia Bai, Daniel Rueckert
Realistic Adversarial Data Augmentation for MR Image Segmentation. MICCAI (1) (2020)
Sergio Naval Marimont, Giacomo Tarroni
Anomaly detection through latent space restoration using vector-quantized variational autoencoders. CoRR (2020)
Shuo Wang, Giacomo Tarroni, Chen Qin, Yuanhan Mo, Chengliang Dai, Chen Chen, Ben Glocker, Yike Guo, Daniel Rueckert, Wenjia Bai
Deep Generative Model-Based Quality Control for Cardiac MRI Segmentation. MICCAI (4) (2020)
Shuo Wang, Giacomo Tarroni, Chen Qin, Yuanhan Mo, Chengliang Dai, Chen Chen, Ben Glocker, Yike Guo, Daniel Rueckert, Wenjia Bai
Deep Generative Model-based Quality Control for Cardiac MRI Segmentation. CoRR (2020)
Carlo Biffi, Juan J. Cerrolaza, Giacomo Tarroni, Wenjia Bai, Ozan Oktay, Loïc Le Folgoc, Konstantinos Kamnitsas, Antonio de Marvao, Georgia Doumou, Jinming Duan, Sanjay K. Prasad, Stuart A. Cook, Declan P. O'Regan, Daniel Rueckert
Explainable Shape Analysis through Deep Hierarchical Generative Models: Application to Cardiac Remodeling. CoRR (2019)
Wenjia Bai, Chen Chen, Giacomo Tarroni, Jinming Duan, Florian Guitton, Steffen E. Petersen, Yike Guo, Paul M. Matthews, Daniel Rueckert
Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction. MICCAI (2) (2019)
Chen Chen, Carlo Biffi, Giacomo Tarroni, Steffen E. Petersen, Wenjia Bai, Daniel Rueckert
Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images. CoRR (2019)
Chen Chen, Cheng Ouyang, Giacomo Tarroni, Jo Schlemper, Huaqi Qiu, Wenjia Bai, Daniel Rueckert
Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation. CoRR (2019)
Carlo Biffi, Juan J. Cerrolaza, Giacomo Tarroni, Antonio de Marvao, Stuart A. Cook, Declan P. O'Regan, Daniel Rueckert
3D High-Resolution Cardiac Segmentation Reconstruction from 2D Views using Conditional Variational Autoencoders. CoRR (2019)
Carlo Biffi, Juan J. Cerrolaza, Giacomo Tarroni, Antonio de Marvao, Stuart A. Cook, Declan P. O'Regan, Daniel Rueckert
3D High-Resolution Cardiac Segmentation Reconstruction From 2D Views Using Conditional Variational Autoencoders. ISBI (2019)
Wenjia Bai, Chen Chen, Giacomo Tarroni, Jinming Duan, Florian Guitton, Steffen E. Petersen, Yike Guo, Paul M. Matthews, Daniel Rueckert
Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction. CoRR (2019)
Chen Chen, Cheng Ouyang, Giacomo Tarroni, Jo Schlemper, Huaqi Qiu, Wenjia Bai, Daniel Rueckert
Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation. STACOM@MICCAI (2019)
Chen Chen, Chen Qin, Huaqi Qiu, Giacomo Tarroni, Jinming Duan, Wenjia Bai, Daniel Rueckert
Deep learning for cardiac image segmentation: A review. CoRR (2019)
Chen Chen, Carlo Biffi, Giacomo Tarroni, Steffen E. Petersen, Wenjia Bai, Daniel Rueckert
Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images. MICCAI (2) (2019)
Giacomo Tarroni, Ozan Oktay, Wenjia Bai, Andreas Schuh, Hideaki Suzuki, Jonathan Passerat-Palmbach, Antonio de Marvao, Declan P. O'Regan, Stuart A. Cook, Ben Glocker, Paul M. Matthews, Daniel Rueckert
Learning-Based Quality Control for Cardiac MR Images. IEEE Trans. Medical Imaging 38 (5) (2019)
Carlo Biffi, Ozan Oktay, Giacomo Tarroni, Wenjia Bai, Antonio M. Simoes Monteiro de Marvao, Georgia Doumou, Martin Rajchl, Reem Bedair, Sanjay K. Prasad, Stuart A. Cook, Declan P. O'Regan, Daniel Rueckert
Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling. CoRR (2018)
Wenjia Bai, Hideaki Suzuki, Chen Qin, Giacomo Tarroni, Ozan Oktay, Paul M. Matthews, Daniel Rueckert
Recurrent neural networks for aortic image sequence segmentation with sparse annotations. CoRR (2018)
Giacomo Tarroni, Ozan Oktay, Wenjia Bai, Andreas Schuh, Hideaki Suzuki, Jonathan Passerat-Palmbach, Ben Glocker, Paul M. Matthews, Daniel Rueckert
Learning-Based Quality Control for Cardiac MR Images. CoRR (2018)
Giacomo Tarroni, Ozan Oktay, Matthew Sinclair, Wenjia Bai, Andreas Schuh, Hideaki Suzuki, Antonio de Marvao, Declan P. O'Regan, Stuart A. Cook, Daniel Rueckert
A Comprehensive Approach for Learning-based Fully-Automated Inter-slice Motion Correction for Short-Axis Cine Cardiac MR Image Stacks. CoRR (2018)
Giacomo Tarroni, Ozan Oktay, Matthew Sinclair, Wenjia Bai, Andreas Schuh, Hideaki Suzuki, Antonio de Marvao, Declan P. O'Regan, Stuart A. Cook, Daniel Rueckert
A Comprehensive Approach for Learning-Based Fully-Automated Inter-slice Motion Correction for Short-Axis Cine Cardiac MR Image Stacks. MICCAI (1) (2018)
Carlo Biffi, Ozan Oktay, Giacomo Tarroni, Wenjia Bai, Antonio M. Simoes Monteiro de Marvao, Georgia Doumou, Martin Rajchl, Reem Bedair, Sanjay K. Prasad, Stuart A. Cook, Declan P. O'Regan, Daniel Rueckert
Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling. MICCAI (2) (2018)
Wenjia Bai, Hideaki Suzuki, Chen Qin, Giacomo Tarroni, Ozan Oktay, Paul M. Matthews, Daniel Rueckert
Recurrent Neural Networks for Aortic Image Sequence Segmentation with Sparse Annotations. MICCAI (4) (2018)
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
Learning-Based Heart Coverage Estimation for Short-Axis Cine Cardiac MR Images. FIMH (2017)
Wenjia Bai, Ozan Oktay, Matthew Sinclair, Hideaki Suzuki, Martin Rajchl, Giacomo Tarroni, Ben Glocker, Andrew P. King, Paul M. Matthews, Daniel Rueckert
Semi-supervised Learning for Network-Based Cardiac MR Image Segmentation. MICCAI (2) (2017)
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, José Miguel Paiva, Valentina Carapella, Young Jin Kim, Hideaki Suzuki, Bernhard Kainz, Paul M. Matthews, Steffen E. Petersen, Stefan K. Piechnik, Stefan Neubauer, Ben Glocker, Daniel Rueckert
Human-level CMR image analysis with deep fully convolutional networks. CoRR (2017)
Ozan Oktay, Giacomo Tarroni, Wenjia Bai, Antonio de Marvao, Declan P. O'Regan, Stuart A. Cook, Daniel Rueckert
Respiratory Motion Correction for 2D Cine Cardiac MR Images using Probabilistic Edge Maps. CinC (2016)
Martin Rajchl, Matthew C. H. Lee, Franklin Schrans, Alice Davidson, Jonathan Passerat-Palmbach, Giacomo Tarroni, Amir Alansary, Ozan Oktay, Bernhard Kainz, Daniel Rueckert
Learning under Distributed Weak Supervision. CoRR (2016)
Giacomo Tarroni, Marco Castellaro, Carlo Boffano, Maria Grazia Bruzzone, Alessandra Bertoldo, Enrico Grisan
A novel approach to motion correction for ASL images based on brain contours. Medical Imaging: Biomedical Applications in Molecular, Structural, and Functional Imaging (2015)
Giacomo Tarroni, Silvia Visentin, Erich Cosmi, Enrico Grisan
A Fully Automated Approach to Aortic Distensibility Quantification from Fetal Ultrasound Images. CinC (2015)
Giacomo Tarroni, Silvia Visentin, Erich Cosmi, Enrico Grisan
A novel approach to aortic intima-media thickness quantification from fetal ultrasound images. ISBI (2015)
Davide Boschetto, Hadis Mirzaei, Rupert W. L. Leong, Giacomo Tarroni, Enrico Grisan
Semiautomatic detection of villi in confocal endoscopy for the evaluation of celiac disease. EMBC (2015)
Giacomo Tarroni, Silvia Visentin, Erich Cosmi, Enrico Grisan
Fully-automated identification and segmentation of aortic lumen from fetal ultrasound images. EMBC (2015)
Enrico Grisan, Giorgia Cantisani, Giacomo Tarroni, Seung Keun Yoon, Michele Rossi
A supervised learning approach for the robust detection of heart beat in plethysmographic data. EMBC (2015)
Giacomo Tarroni, Silvia Visentin, Erich Cosmi, Enrico Grisan
Near-Automated Quantification of Prenatal Aortic Intima-Media Thickness from Ultrasound Images. CinC (2014)
Giacomo Tarroni, Silvia Visentin, Erich Cosmi, Enrico Grisan
Automated Estimation of Aortic Intima-Media Thickness from Fetal Ultrasound. CLIP@MICCAI (2014)
Marco Marino, Federico Veronesi, Giacomo Tarroni, Victor Mor-Avi, Amit R. Patel, Cristiana Corsi
Fully Automated Assessment of Left Ventricular Volumes, Function and Mass from Cardiac MRI. CinC (2014)
Giacomo Tarroni, Davide Marsili, Federico Veronesi, Cristiana Corsi, Amit R. Patel, Victor Mor-Avi, Claudio Lamberti
Automated MRI-Based Biventricular Segmentation Using3D Narrow-Band Statistical Level-Sets. CinC (2013)
Giacomo Tarroni, Davide Marsili, Federico Veronesi, Cristiana Corsi, Claudio Lamberti, G. Sanguinetti
Near-automated 3D segmentation of left and right ventricles on magnetic resonance images. ISPA (2013)
Giacomo Tarroni, Luca Tersi, Cristiana Corsi, Rita Stagni
Prosthetic component segmentation with blur compensation: a fast method for 3D fluoroscopy. Medical Biol. Eng. Comput. 50 (6) (2012)
Giacomo Tarroni, Luca Tersi, Cristiana Corsi, Rita Stagni
Erratum to: Prosthetic component segmentation with blur compensation: a fast method for 3D fluoroscopy. Medical Biol. Eng. Comput. 50 (6) (2012)

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Publication Activity (10 Years)

Top Topics

Top Venues

Giacomo Tarroni