18–20 Dec 2023
CINECA
Europe/Rome timezone

Detecting vineyard diseases using high-resolution images acquired by airborne platforms

19 Dec 2023, 17:35
10m
CINECA

CINECA

Via Magnanelli, 6/3, 40033 Casalecchio di Reno BO

Speakers

Alessia Tricomi (University of Catania, INFN Catania and Centro Siciliano di Fisica Nucleare e Struttura della Materia CSFNSM, Catania) Andrea Maino (University of Ferrara & INFN Ferrara) Enrico Chiarelli (University of Ferrara & INFN Ferrara) Fabio Mantovani (University of Ferrara & INFN Ferrara) Gioacchino Alex Anastasi (University of Catania & INFN Catania) Giuseppe Piparo (University of Catania & INFN Catania) Kassandra Giulia Cristina Raptis (University of Ferrara & INFN Ferrara) Matteo Albéri (University of Ferrara & INFN Ferrara) Michele Franceschi (University of Ferrara & INFN Ferrara) Virginia Strati (Istituto Nazionale di Fisica Nucleare)

Description

Images acquired from aircrafts also integrate with satellite-based remote sensing allows for high-resolution data collection essential for ecosystems monitoring and risk management. This approach, combined with Artificial Intelligence (AI) algorithms serves as a reliable tool for the calibration and validation of satellite-derived data and ensures ground-truthing capabilities for more accurate data interpretation. In this talk, we present machine learning algorithms used to automatically analyze centimetric resolution images acquired by airborne experimental platforms for detecting vineyards diseases. The potential of the combined use of multispectral satellite imagery for symptom detection will also be discussed. In this framework, the use of high-performance computing resources is pivotal, accelerating image analysis for early symptoms detection and enabling early warning systems.

Primary authors

Alessia Tricomi (University of Catania, INFN Catania and Centro Siciliano di Fisica Nucleare e Struttura della Materia CSFNSM, Catania) Andrea Maino (University of Ferrara & INFN Ferrara) Enrico Chiarelli (University of Ferrara & INFN Ferrara) Fabio Mantovani (University of Ferrara & INFN Ferrara) Gioacchino Alex Anastasi (University of Catania & INFN Catania) Giuseppe Piparo (University of Catania & INFN Catania) Kassandra Giulia Cristina Raptis (University of Ferrara & INFN Ferrara) Matteo Albéri (University of Ferrara & INFN Ferrara) Michele Franceschi (University of Ferrara & INFN Ferrara)

Presentation materials

Subcontributions