About me
My name is Matthieu Verlynde, I am a PhD student at the Laboratory of Computer Science,
Information Systems, Processing and Knowledge (LISTIC), a research unit of the Université Savoie Mont Blanc (USMB) in Annecy, France.
My research interests include the study of frugal AI and machine learning tools for remote sensing applications. Specifically, I am interested
in developing low-energy algorithms for image time series classification and methods for information fusion and scoring machine learning models
from a frugal computing perspective.
Latest news
- 20/05/2025 - I have been selected to present my work at the EUSIPCO 2025 conference in Palermo, Italy in September 2025.
- 29/04/2025 - I have been selected to present my work at the IGARSS 2025 conference in Brisbane, Australia in the Datasets and Evaluation Protocols for Benchmarking Remote Sensing Algorithms I session on Tuesday, 5 August, 15:45 - 17:30 (UTC+2).
Publications
Journals
- A. Vallet, S. Dupuy, M. Verlynde, and R. Gaetano, "Generating high-resolution land use and land cover maps for the greater Mariño watershed in 2019 with machine learning", Sci Data, vol. 11, no. 1, Aug. 2024, doi: 10.1038/s41597-024-03750-x.
Conference proceedings
- M. Verlynde, A. Mian and Y. Yan, "Effects of class distribution shift in multi-label classification splits: a study case on BigEarthNet", IGARSS 2025 - 2025 IEEE International Geoscience and Remote Sensing Symposium. IEEE. (accepted)
- M. Verlynde, A. Mian and Y. Yan, "Frugalité en télédétection : évaluer la performance et la consommation énergétique en détection de changements d’images PolSAR", 2025 30e Colloque sur le traitement du signal et des images. GRETSI. (submitted)
- M. Verlynde, A. Mian and Y. Yan, "Scoring frugality for remote sensing data processing algorithms", 2025 33rd European Signal Processing Conference (EUSIPCO). IEEE. (accepted)