Tel: +33 (0)4 89 15 43 39
e-mail:calatroni[at]i3s[dot]unice[dot]fr
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Since October 2019, I am a full-time CNRS researcher (chargé de recherche) in the Morpheme team at the I3S laboratory in Sophia-Antipolis, France.
Before that, I was a Lecteur Hadamard research fellow funded by the FMJH working at the CMAP, École Polytechnique, a post-doctoral Marie-Skłodowska Curie fellow at the University of Genova and a PhD student at the Cambridge Image Analysis research group.
My research focuses on the development of variational methods and efficient algorithms for mathematical image processing. My main research topics are:
variational models for imaging inverse problems
adaptive techniques for non-smooth optimisation
physics-inspired learning for inverse problems
with applications to:
computational microscopy
digital restoration and analysis of artworks
bio-inspired models for vision.
I have been awarded with an ERC Startig Grant 2023 (expected starting date: November 2024). The project MALIN (Model-aware learning for imaging inverse problems in fluorescence microscopy) will conceive and validate new physics-inspired learning methdos for the solution of challenging inverse problems in fluorescence microscopy with many applications in the field of developmental biology. Press releases: here, here and here.
I am a member of the direction committee of the thematic group MIVA (Mathematics of Imaging, Vision and Applications) labelled by the Mathematical Italian Union (UMI).
Projects
ANR JCJC TASKABILE - Task-adapted bilevel learning of flexible statistical models for imaging and vision. Project website
ANR PRC MICROBLIND - Blind inverse problems and optical microscopy. PI: P. Weiss (CNRS, IMT).
French-Italian Bando Cassini Senior program (with G. Rodriguez, University of Cagliari, Italy).
Organising
Co-organiser (with S. Vaiter, CNRS, LJAD) of the UCA OptAzur seminar series on optimisation and its applications.
Co-organiser of the MIVA ERASMUS+BIP PhD summer school Mathematics and machine learning for image analysis, University of Bologna, June 5-12 2024.
Future events
Invited participant to the workshop Big data on Inverse Problems held at ICMS in Edinburgh, May 20-24 2024.
Invited speaker at the SIAM Imaging Science conference held in Atlanta, USA during May 28-31 2024.
Invited research visit in the Group for Artificial Intelligence and Sparse Modelling led by A. Pizurica, University of Ghent, Belgium, June 16-19 2024.
Invited speaker at the Workshop on Advanced Numerical Analysis for Imaging, June 19-21 2024.
Invited speaker at the 33rd European Conference on Operational Research (EURO 2024) in Copenhagen, Denmark, June 30 - July 4 2024.
Invited speaker at the IX Europe Congress of Mathematics (9ECM) in Seville, Spain, July 15-19 2024.
Invited speakers at the Optimization Techniques for Inverse Problems conference (OIP2024) in Modena, Italy, September 5-7 2024.