1 code implementation • 3 Apr 2024 • Safouane El Ghazouali, Arnaud Gucciardi, Nicola Venturi, Michael Rueegsegger, Umberto Michelucci
Object detection in remotely sensed satellite pictures is fundamental in many fields such as biophysical, and environmental monitoring.
1 code implementation • 29 Feb 2024 • Safouane El Ghazouali, Youssef Mhirit, Ali Oukhrid, Umberto Michelucci, Hichem Nouira
Therefore, this paper introduces FusionVision, an exhaustive pipeline adapted for the robust 3D segmentation of objects in RGB-D imagery.
1 code implementation • 22 Jan 2024 • Arnaud Gucciardi, Safouane El Ghazouali, Francesca Venturini, Vida Groznik, Umberto Michelucci
Furthermore, this dataset can contribute to the research and development of methods using the relative symmetry of the two brain hemispheres for crucial diagnosis and treatment planning.
no code implementations • 21 Sep 2023 • Francesca Venturini, Silvan Fluri, Manas Mejari, Michael Baumgartner, Dario Piga, Umberto Michelucci
This work systematically investigates the oxidation of extra virgin olive oil (EVOO) under accelerated storage conditions with UV absorption and total fluorescence spectroscopy.
no code implementations • 10 Jan 2023 • Francesca Venturini, Michela Sperti, Umberto Michelucci, Arnaud Gucciardi, Vanessa M. Martos, Marco A. Deriu
The dataset includes the values of the following chemical parameters for each olive oil sample: acidity, peroxide value, K270, K232, ethyl esters, and the quality of the samples (EVOO, VOO, or LOO).
no code implementations • 12 Nov 2022 • Umberto Michelucci
This work shows how the neural network function has a number of equivalent minima, in other words minima that give the same value for the loss function and the same exact output, that grows factorially with the number of neurons in each layer for feed forward neural network or with the number of filters in a convolutional neural networks.
no code implementations • 30 Sep 2022 • Umberto Michelucci, Francesca Venturini
This paper addresses this deficiency by deriving formulas for commonly used metrics (both for regression and classification problems) that take into account measurement errors of target variables.
no code implementations • 14 Mar 2022 • Francesca Venturini, Michela Sperti, Umberto Michelucci, Arnaud Gucciardi, Vanessa M. Martose, Marco A. Deriu
One of the main challenges for olive oil producers is the ability to asses and control the quality during the production cycle.
no code implementations • 11 Jan 2022 • Umberto Michelucci
In this article, we will look at autoencoders.
no code implementations • 24 Jul 2021 • Umberto Michelucci, Michela Sperti, Dario Piga, Francesca Venturini, Marco A. Deriu
This paper presents the intrinsic limit determination algorithm (ILD Algorithm), a novel technique to determine the best possible performance, measured in terms of the AUC (area under the ROC curve) and accuracy, that can be obtained from a specific dataset in a binary classification problem with categorical features {\sl regardless} of the model used.
no code implementations • 9 Apr 2021 • Francesca Venturini, Michela Sperti, Umberto Michelucci, Ivo Herzig, Michael Baumgartner, Josep Palau Caballero, Arturo Jimenez, and Marco Agostino Deriu
Extra virgin olive oil (EVOO) is the highest quality of olive oil and is characterized by highly beneficial nutritional properties.
no code implementations • 27 Jul 2020 • Umberto Michelucci, Michael Baumgartner, Francesca Venturini
In the classical approach, this change is related to an oxygen concentration using the Stern-Volmer equation.