Head of Simulation and Data Lab (Jülich Supercomputing Centre)
Adjunct Associate Professor (University of Iceland)

Prof. Gabriele Cavallaro

Remote Sensing
High Performance Computing
Machine Learning
Quantum Computing
Professor Gabriele Cavallaro

Affiliations

logo of the forschungszentrum Jülich, Jülich supercomputing center
Head of Simulation and Data Lab "AI and ML for Remote Sensing" Jülich Supercomputing Centre
logo university of iceland
Adjunct Professor, Faculty of Industrial Engineering, Mechanical Engineering and Computer Science
logo european space agency
Visiting Professor, Φ-Lab, European Space Agency
Co-Chair of the IEEE GRSS Earth Science Informatics Technical Committee (ESI TC)
Associate Editor of IEEE Transactions on Image Processing

Research Topics

Remote Sensing

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High Performance Computing

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Machine Learning

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Quantum Computing

Academic papers

Recent Publications

Conference Papers

2022

Practice and Experience using High Performance Computing and Quantum Computing to Speed-up Data Science Methods in Scientific Applications

2022

Accelerating Hyperparameter Tuning of a Deep Learning Model for Remote Sensing Image Classification

2022

An Automatic Approach for the production of a Time Series of Consistent Land-cover Maps Based on Long-short Term Memory

Journals

2023

Kernel Approximation on a Quantum Annealer for Remote Sensing Regression Tasks [preprint]

2023

Few-Shot Remote Sensing Image Classification with Meta-Learning [preprint]

2023

A Single-Step Multiclass SVM based on Quantum Annealing for Remote Sensing Data Classification [preprint]

Book chapters

2018

Remote Sensing Data Fusion: Markov Models and Mathematical Morphology for Multisensor, Multiresolution, and Multiscale Image Classification

2016

Analyzing Remote Sensing Images with Hierarchical Morphological Representations

About me

I graduated in telecommunications with the University of Trento, where I received both my Bachelor's and Master's degree.

I did my Erasmus at the University of Iceland, which eventually led to three years of doctoral studies and earning the title of PhD.

Since then, I've been a research assistant at JSC - Jülich Supercomputing Centre, later becoming Head of Simulation and Data Lab. Since 2022, I have been granted adjunct associate Professorship at the University of Iceland in Reykjavík. I work at the intersection of Remote Sensing (RS), High Performance Computing (HPC), Quantum Computing (QC) and Machine Learning (ML).

You can contact me at
g.cavallaro@fz-juelich.de
gcavallaro@hi.is