Variational Autoencoder Anomaly-Detection of Avalanche Deposits in Satellite SAR Imagery. - Saumya Sinha; Sophie Giffard-Roisin; Fatima Karbou; Michael Deschatres; Anna Karas; Nicolas Eckert; Cécile Coléou; Claire Monteleoni (CI, 2020)

Cross Characterization of Alpine Snow Packs Using a Portable 3-D HR Imaging System, C-Band Spaceborne SAR Observations, In-Situ Measurements and a Physically Based Snow Evolution Model. - Laurent Ferro-Famil; Fatima Karbou; Lekhmissi Harkati; Philipe Lapalus; Stéphane Avrillon; Frédéric Boutet; Yannick Deliot; Hugo Mersizen; Isabelle Goutevin; Pascal Salze; Franck Delbart; Anna Karas; et al. (IGARSS, 2021)

Monitoring Snow Avalanches Activities Inferred from Sentinel-1 SAR Images at Regional Scale. - Anna Karas; Fatima Karbou; Nicolas Eckert; Sophie Giffard-Roisin; Philippe Durand (IGARSS, 2021)

Automatic Color Detection-Based Method Applied to Sentinel-1 SAR Images for Snow Avalanche Debris Monitoring. - Anna Karas; Fatima Karbou; Sophie Giffard-Roisin; Philippe Durand; Nicolas Eckert (IEEE Trans. Geosci. Remote. Sens., 2022)