CB
Carlo Biffi
cs.CVeess.IVcs.LGColonoscopycs.AIdeep learningmachine learningAlzheimer Diseaseaortic stenosisAortic Valve Stenosis
On Valency
published · living versionsW_apyk9q4r·v1 · currentpublished
Annotation-Free Representation Learning for Polyp Retrieval in Colonoscopy Videos
with Luca Parolari, Lamberto Ballan, Loic Le Folgoc
1 version
Preprints & journals
25 papers in the corpus · 2016–2026Contrastive Learning under Noisy Temporal Self-Supervision for Colonoscopy Videos2605.12320v2 · Luca Parolari, Pietro Gori, Lamberto Ballan et al.2026 · 0 citationsarXiv
Temporally-Aware Supervised Contrastive Learning for Polyp Counting in Colonoscopy2507.02493v1 · Luca Parolari, Andrea Cherubini, Lamberto Ballan et al.2025 · 0 citationsarXiv
A temporal convolutional network-based approach and a benchmark dataset for colonoscopy video temporal segmentation.40633401 · Biffi, Carlo, Roffo, Giorgio, Salvagnini, Pietro et al.2025 · 5 citationsComputer methods and programs in biomedicine. 2025;270:108782
Towards Polyp Counting In Full-Procedure Colonoscopy Videos2502.10054v1 · Luca Parolari, Andrea Cherubini, Lamberto Ballan et al.2025 · 2 citationsarXiv
Assessing clinical efficacy of polyp detection models using open-access datasets.39148908 · Marchese Aizenman, Gabriel, Salvagnini, Pietro, Cherubini, Andrea et al.2024 · 2 citationsFrontiers in oncology. 2024;14:1422942
Hard-Attention Gates with Gradient Routing for Endoscopic Image Computing2407.04400v1 · Giorgio Roffo, Carlo Biffi, Pietro Salvagnini et al.2024 · 0 citationsIn Proceedings of the 27th International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI 2024), 2024
REAL-Colon: A dataset for developing real-world AI applications in colonoscopy.38796533 · Biffi, Carlo, Antonelli, Giulio, Bernhofer, Sebastian et al.2024 · 44 citationsScientific data. 2024;11(1):539
Author Correction: A novel AI device for real-time optical characterization of colorectal polyps.35974135 · Biffi, Carlo, Salvagnini, Pietro, Dinh, Nhan Ngo et al.2022 · 3 citationsNPJ digital medicine. 2022;5(1):114
A novel AI device for real-time optical characterization of colorectal polyps.35773468 · Biffi, Carlo, Salvagnini, Pietro, Dinh, Nhan Ngo et al.2022 · 53 citationsNPJ digital medicine. 2022;5(1):84
Phenotypic Expression and Outcomes in Individuals With Rare Genetic Variants of Hypertrophic Cardiomyopathy.34503678 · de Marvao, Antonio, McGurk, Kathryn A, Zheng, Sean L et al.2021 · 125 citationsJournal of the American College of Cardiology. 2021;78(11):1097-1110
Many-shot from Low-shot: Learning to Annotate using Mixed Supervision for Object Detection2008.09694v2 · Carlo Biffi, Steven McDonagh, Philip Torr et al.2020 · 1 citationarXiv
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation2007.09886v2 · Cheng Ouyang, Carlo Biffi, Chen Chen et al.2020 · 282 citationsarXiv
Explainable Anatomical Shape Analysis Through Deep Hierarchical Generative Models.31944949 · Biffi, Carlo, Cerrolaza, Juan J, Tarroni, Giacomo et al.2021 · 7 citationsIEEE transactions on medical imaging. 2020;39(6):2088-2099
Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images1907.09983v2 · Chen Chen, Carlo Biffi, Giacomo Tarroni et al.2019 · 59 citationsarXiv
VS-Net: Variable splitting network for accelerated parallel MRI reconstruction1907.10033v1 · Jinming Duan, Jo Schlemper, Chen Qin et al.2019 · 101 citationsarXiv
Sex and regional differences in myocardial plasticity in aortic stenosis are revealed by 3D model machine learning.31280289 · Bhuva, Anish N, Treibel, Thomas A, De Marvao, Antonio et al.2021 · 14 citationsEuropean heart journal. Cardiovascular Imaging. 2020;21(4):417-427
Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation1907.02766v2 · Cheng Ouyang, Konstantinos Kamnitsas, Carlo Biffi et al.2019 · 108 citationsarXiv
Metabolic pathways associated with right ventricular adaptation to pulmonary hypertension: 3D analysis of cardiac magnetic resonance imaging.30535300 · Attard, Mark I, Dawes, Timothy J W, de Marvao, Antonio et al.2020 · 24 citationsEuropean heart journal. Cardiovascular Imaging. 2019;20(6):668-676
3D High-Resolution Cardiac Segmentation Reconstruction from 2D Views using Conditional Variational Autoencoders1902.11000v1 · Carlo Biffi, Juan J. Cerrolaza, Giacomo Tarroni et al.2019 · 27 citationsarXiv
Generalizing Deep Learning MRI Reconstruction across Different Domains1902.10815v2 · Cheng Ouyang, Jo Schlemper, Carlo Biffi et al.2019 · 2 citationsarXiv
Automatic 3D Bi-Ventricular Segmentation of Cardiac Images by a Shape-Refined Multi- Task Deep Learning Approach.30676949 · Duan, Jinming, Bello, Ghalib, Schlemper, Jo et al.2020 · 229 citationsIEEE transactions on medical imaging. 2019;38(9):2151-2164
Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling1807.06843v1 · Carlo Biffi, Ozan Oktay, Giacomo Tarroni et al.2018 · 78 citationsarXiv
Fetal Skull Reconstruction via Deep Convolutional Autoencoders.30440533 · Cerrolaza, Juan J, Li, Yuanwei, Biffi, Carlo et al.2019 · 6 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2018;2018:887-890
Three-dimensional cardiovascular imaging-genetics: a mass univariate framework.28968671 · Biffi, Carlo, de Marvao, Antonio, Attard, Mark I et al.2018 · 37 citationsBioinformatics (Oxford, England). 2018;34(1):97-103
Titin-truncating variants affect heart function in disease cohorts and the general population.27869827 · Schafer, Sebastian, de Marvao, Antonio, Adami, Eleonora et al.2017 · 363 citationsNature genetics. 2017;49(1):46-53
Career total: 39 works. 25 are in this corpus.
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