Umberto Michelucci

According to our database, Umberto Michelucci authored at least 35 papers between 2017 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2026

SyMTRS: Benchmark Multi-Task Synthetic Dataset for Depth, Domain Adaptation and Super-Resolution in Aerial Imagery.

Safouane El Ghazouali, Nicola Venturi, Michael Rueegsegger, Umberto Michelucci

CoRR, April, 2026

The Infinite-Dimensional Nature of Spectroscopy and Why Models Succeed, Fail, and Mislead.

Umberto Michelucci, Francesca Venturini

CoRR, April, 2026

CLiMB: A Domain-Informed Novelty Detection Clustering Framework for Scientific Discovery.

Lorenzo Monti, Tatiana Muraveva, Brian Sheridan, Davide Massari, Alessia Garofalo, Gisella Clementini, Umberto Michelucci

CoRR, January, 2026

Large-scale orange fruit dataset for localization, classification and ripening assessment under varying environments.

Alessandro Carella, Baptiste Paul Ernest Lucas, Safouane El Ghazouali, Pedro Tomas Bulacio Fischer, Roberto Massenti, Francesca Venturini, Umberto Michelucci, Riccardo Lo Bianco

Comput. Electron. Agric., 2026

CLiMB: A domain-informed novelty detection clustering framework for galactic archaeology and scientific discovery.

Lorenzo Monti, Tatiana Muraveva, Brian Sheridan, Davide Massari, Alessia Garofalo, Gisella Clementini, Umberto Michelucci

Astron. Comput., 2026

2025

Comparison of different segmentation algorithms on brain volume and fractal dimension in infant brain MRIs.

Nathalie Alexander, Arnaud Gucciardi, Umberto Michelucci

CoRR, December, 2025

Best Practices for Machine Learning Experimentation in Scientific Applications.

Umberto Michelucci, Francesca Venturini

CoRR, November, 2025

Barlow-Swin: Toward a novel siamese-based segmentation architecture using Swin-Transformers.

Morteza Kiani Haftlang, Mohammadhossein Malmir, Foroutan Parand, Umberto Michelucci, Safouane El Ghazouali

CoRR, September, 2025

VisioFirm: Cross-Platform AI-assisted Annotation Tool for Computer Vision.

Safouane El Ghazouali, Umberto Michelucci

CoRR, September, 2025

New Statistical Framework for Extreme Error Probability in High-Stakes Domains for Reliable Machine Learning.

Umberto Michelucci, Francesca Venturini

CoRR, March, 2025

2024

FusionVision: A Comprehensive Approach of 3D Object Reconstruction and Segmentation from RGB-D Cameras Using YOLO and Fast Segment Anything.

Safouane El Ghazouali, Youssef Mhirit, Ali Oukhrid, Umberto Michelucci, Hichem Nouira

Sensors, May, 2024

FlightScope: An Experimental Comparative Review of Aircraft Detection Algorithms in Satellite Imagery.

Safouane El Ghazouali, Arnaud Gucciardi, Francesca Venturini, Nicola Venturi, Michael Rueegsegger, Umberto Michelucci

Remote. Sens., 2024

CSIM: A Copula-based similarity index sensitive to local changes for Image quality assessment.

Safouane El Ghazouali, Umberto Michelucci, Yassin El Hillali, Hichem Nouira

CoRR, 2024

Deep Learning Domain Adaptation to Understand Physico-Chemical Processes from Fluorescence Spectroscopy Small Datasets: Application to Ageing of Olive Oil.

Umberto Michelucci, Francesca Venturini

CoRR, 2024

Class-Conditional self-reward mechanism for improved Text-to-Image models.

Safouane El Ghazouali, Arnaud Gucciardi, Umberto Michelucci

CoRR, 2024

FlightScope: A Deep Comprehensive Assessment of Aircraft Detection Algorithms in Satellite Imagery.

Safouane El Ghazouali, Arnaud Gucciardi, Nicola Venturi, Michael Rueegsegger, Umberto Michelucci

CoRR, 2024

BenchCloudVision: A Benchmark Analysis of Deep Learning Approaches for Cloud Detection and Segmentation in Remote Sensing Imagery.

Loddo Fabio, Dario Piga, Umberto Michelucci, Safouane El Ghazouali

CoRR, 2024

Symbrain: A large-scale dataset of MRI images for neonatal brain symmetry analysis.

Arnaud Gucciardi, Safouane El Ghazouali, Francesca Venturini, Vida Groznik, Umberto Michelucci

CoRR, 2024

Fundamental Mathematical Concepts for Machine Learning in Science

Umberto Michelucci

Springer, ISBN: 978-3-031-56430-7, 2024

2023

New metric formulas that include measurement errors in machine learning for natural sciences.

Umberto Michelucci, Francesca Venturini

Expert Syst. Appl., August, 2023

Shedding Light on the Ageing of Extra Virgin Olive Oil: Probing the Impact of Temperature with Fluorescence Spectroscopy and Machine Learning Techniques.

Francesca Venturini, Silvan Fluri, Manas Mejari, Michael Baumgartner, Dario Piga, Umberto Michelucci

CoRR, 2023

Dataset of Fluorescence Spectra and Chemical Parameters of Olive Oils.

Francesca Venturini, Michela Sperti, Umberto Michelucci, Arnaud Gucciardi, Vanessa M. Martos, Marco Agostino Deriu

CoRR, 2023

Explainable AI for the Olive Oil Industry.

Christian Schmid, Emanuele Laurenzi, Umberto Michelucci, Francesca Venturini

Proceedings of the Perspectives in Business Informatics Research, 2023

2022

On the High Symmetry of Neural Network Functions.

Umberto Michelucci

CoRR, 2022

Physico-chemical properties extraction from the fluorescence spectrum with 1D-convolutional neural networks: application to olive oil.

Francesca Venturini, Michela Sperti, Umberto Michelucci, Arnaud Gucciardi, Vanessa M. Martos, Marco Agostino Deriu

CoRR, 2022

An Introduction to Autoencoders.

Umberto Michelucci

CoRR, 2022

A new median filter application to deal with large windows of missing data in eye-gaze measurements.

Arnaud Gucciardi, Monica Crotti, Nofar Ben Itzhak, Lisa Mailleux, Els Ortibus, Umberto Michelucci, Vida Groznik, Aleksander Sadikov

Proceedings of the International Workshop in Neurodevelopmental Impairments in Preterm Children, 2022

2021

Optical oxygen and temperature sensing with multi-task learning.

Umberto Michelucci

PhD thesis, 2021

Estimating Neural Network's Performance with Bootstrap: A Tutorial.

Umberto Michelucci, Francesca Venturini

Mach. Learn. Knowl. Extr., 2021

Exploration of Spanish Olive Oil Quality with a Miniaturized Low-Cost Fluorescence Sensor and Machine Learning Techniques.

Francesca Venturini, Michela Sperti, Umberto Michelucci, Ivo Herzig, Michael Baumgartner, Josep Palau Caballero, Arturo Jimenez, Marco Agostino Deriu

CoRR, 2021

A Model-Agnostic Algorithm for Bayes Error Determination in Binary Classification.

Umberto Michelucci, Michela Sperti, Dario Piga, Francesca Venturini, Marco Agostino Deriu

Algorithms, 2021

2020

Dual Oxygen and Temperature Luminescence Learning Sensor with Parallel Inference.

Francesca Venturini, Umberto Michelucci, Michael Baumgartner

Sensors, 2020

Multi-Task Learning for Multi-Dimensional Regression: Application to Luminescence Sensing.

Umberto Michelucci, Francesca Venturini

CoRR, 2020

2019

Optical Oxygen Sensing with Artificial Intelligence.

Umberto Michelucci, Michael Baumgartner, Francesca Venturini

Sensors, 2019

2017

Novel Semi-Parametric Algorithm for Interference-Immune Tunable Absorption Spectroscopy Gas Sensing.

Umberto Michelucci, Francesca Venturini

Sensors, 2017