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Umberto Michelucci
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Books and Theses
- 2024
- [b2]Umberto Michelucci:
Fundamental Mathematical Concepts for Machine Learning in Science. Springer 2024, ISBN 978-3-031-56430-7, pp. 1-242 - 2021
- [b1]Umberto Michelucci:
Optical oxygen and temperature sensing with multi-task learning. University of Portsmouth, UK, 2021
Journal Articles
- 2024
- [j7]Safouane El Ghazouali
, Youssef Mhirit, Ali Oukhrid, Umberto Michelucci
, Hichem Nouira
:
FusionVision: A Comprehensive Approach of 3D Object Reconstruction and Segmentation from RGB-D Cameras Using YOLO and Fast Segment Anything. Sensors 24(9): 2889 (2024) - 2023
- [j6]Umberto Michelucci
, Francesca Venturini
:
New metric formulas that include measurement errors in machine learning for natural sciences. Expert Syst. Appl. 224: 120013 (2023) - 2021
- [j5]Umberto Michelucci
, Michela Sperti
, Dario Piga
, Francesca Venturini
, Marco Agostino Deriu
:
A Model-Agnostic Algorithm for Bayes Error Determination in Binary Classification. Algorithms 14(11): 301 (2021) - [j4]Umberto Michelucci
, Francesca Venturini
:
Estimating Neural Network's Performance with Bootstrap: A Tutorial. Mach. Learn. Knowl. Extr. 3(2): 357-373 (2021) - 2020
- [j3]Francesca Venturini
, Umberto Michelucci
, Michael Baumgartner:
Dual Oxygen and Temperature Luminescence Learning Sensor with Parallel Inference. Sensors 20(17): 4886 (2020) - 2019
- [j2]Umberto Michelucci
, Michael Baumgartner, Francesca Venturini
:
Optical Oxygen Sensing with Artificial Intelligence. Sensors 19(4): 777 (2019) - 2017
- [j1]Umberto Michelucci
, Francesca Venturini
:
Novel Semi-Parametric Algorithm for Interference-Immune Tunable Absorption Spectroscopy Gas Sensing. Sensors 17(10): 2281 (2017)
Conference and Workshop Papers
- 2023
- [c2]Christian Schmid, Emanuele Laurenzi
, Umberto Michelucci
, Francesca Venturini
:
Explainable AI for the Olive Oil Industry. BIR 2023: 158-171 - 2022
- [c1]Arnaud Gucciardi, Monica Crotti, Nofar Ben Itzhak, Lisa Mailleux, Els Ortibus, Umberto Michelucci, Vida Groznik, Aleksander Sadikov:
A new median filter application to deal with large windows of missing data in eye-gaze measurements. DETERMINED 2022: 1-17
Editorship
- 2023
- [e1]Vida Groznik, Aleksander Sadikov, Umberto Michelucci, Marco Agostino Deriu:
Proceedings of the International Workshop in Neurodevelopmental Impairments in Preterm Children - Computational Advancements (DETERMINED 2022), Ljubljana, Slovenia, August 26, 2022. CEUR Workshop Proceedings 3363, CEUR-WS.org 2023 [contents]
Informal and Other Publications
- 2024
- [i16]Arnaud Gucciardi, Safouane El Ghazouali, Francesca Venturini, Vida Groznik, Umberto Michelucci:
Symbrain: A large-scale dataset of MRI images for neonatal brain symmetry analysis. CoRR abs/2401.11814 (2024) - [i15]Loddo Fabio, Dario Piga, Umberto Michelucci, El Ghazouali Safouane:
BenchCloudVision: A Benchmark Analysis of Deep Learning Approaches for Cloud Detection and Segmentation in Remote Sensing Imagery. CoRR abs/2402.13918 (2024) - [i14]Safouane El Ghazouali, Youssef Mhirit, Ali Oukhrid, Umberto Michelucci, Hichem Nouira:
FusionVision: A comprehensive approach of 3D object reconstruction and segmentation from RGB-D cameras using YOLO and fast segment anything. CoRR abs/2403.00175 (2024) - [i13]Safouane El Ghazouali, Arnaud Gucciardi, Nicola Venturi, Michael Rueegsegger, Umberto Michelucci:
FlightScope: A Deep Comprehensive Assessment of Aircraft Detection Algorithms in Satellite Imagery. CoRR abs/2404.02877 (2024) - [i12]Safouane El Ghazouali, Arnaud Gucciardi, Umberto Michelucci:
Class-Conditional self-reward mechanism for improved Text-to-Image models. CoRR abs/2405.13473 (2024) - [i11]Umberto Michelucci, Francesca Venturini:
Deep Learning Domain Adaptation to Understand Physico-Chemical Processes from Fluorescence Spectroscopy Small Datasets: Application to Ageing of Olive Oil. CoRR abs/2406.10031 (2024) - 2023
- [i10]Francesca Venturini, Michela Sperti, Umberto Michelucci, Arnaud Gucciardi, Vanessa M. Martos, Marco Agostino Deriu:
Dataset of Fluorescence Spectra and Chemical Parameters of Olive Oils. CoRR abs/2301.04471 (2023) - [i9]Francesca Venturini, Silvan Fluri, Manas Mejari, Michael Baumgartner, Dario Piga
, Umberto Michelucci:
Shedding Light on the Ageing of Extra Virgin Olive Oil: Probing the Impact of Temperature with Fluorescence Spectroscopy and Machine Learning Techniques. CoRR abs/2309.12377 (2023) - 2022
- [i8]Umberto Michelucci:
An Introduction to Autoencoders. CoRR abs/2201.03898 (2022) - [i7]Francesca Venturini, Michela Sperti, Umberto Michelucci, Arnaud Gucciardi, Vanessa M. Martos, Marco Agostino Deriu:
Physico-chemical properties extraction from the fluorescence spectrum with 1D-convolutional neural networks: application to olive oil. CoRR abs/2203.07229 (2022) - [i6]Umberto Michelucci, Francesca Venturini:
New Metric Formulas that Include Measurement Errors in Machine Learning for Natural Sciences. CoRR abs/2209.15588 (2022) - [i5]Umberto Michelucci:
On the High Symmetry of Neural Network Functions. CoRR abs/2211.06603 (2022) - 2021
- [i4]Francesca Venturini, Michela Sperti, Umberto Michelucci, Ivo Herzig, Michael Baumgartner, Josep Palau Caballero, Arturo Jimenez, Marco Agostino Deriu:
Exploration of Spanish Olive Oil Quality with a Miniaturized Low-Cost Fluorescence Sensor and Machine Learning Techniques. CoRR abs/2104.06310 (2021) - [i3]Umberto Michelucci, Michela Sperti, Dario Piga, Francesca Venturini, Marco Agostino Deriu:
A Model-Agnostic Algorithm for Bayes Error Determination in Binary Classification. CoRR abs/2107.11609 (2021) - 2020
- [i2]Umberto Michelucci, Francesca Venturini:
Multi-Task Learning for Multi-Dimensional Regression: Application to Luminescence Sensing. CoRR abs/2007.13875 (2020) - [i1]Umberto Michelucci, Michael Baumgartner, Francesca Venturini:
Optical oxygen sensing with artificial intelligence. CoRR abs/2008.12629 (2020)
Coauthor Index
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