Deep learning based automatic detection of offshore oil slicks using SAR data and contextual information

no code implementations • 13 Apr 2022 • Emna Amri, Hermann Courteille, A Benoit, Philippe Bolon, Dominique Dubucq, Gilles Poulain, Anthony Credoz

The main results of this study show the effectiveness of slick detection by deep learning approaches, in particular FC-DenseNet, which captures more than 92% of oil instances in our test set.

Instance Segmentation Semantic Segmentation

Channel-Based Attention for LCC Using Sentinel-2 Time Series

no code implementations • 31 Mar 2021 • Hermann Courteille, A. Benoît, N Méger, A Atto, D. Ienco

Deep Neural Networks (DNNs) are getting increasing attention to deal with Land Cover Classification (LCC) relying on Satellite Image Time Series (SITS).

Classification General Classification +3