Forestier Germain

Professeur

Département & Équipe

Informatique MSD

Responsabilité

Responsable de département : Informatique

Contact :

Nous écrire

Téléphone

ENSISA Batiment I

Page personnelle

https://germain-forestier.info/

Domaines d'expertise

data science, artificial intelligence, machine learning, data mining, time series classification, big data, deep learning.

Description

I'm a Professor of Computer Science at Université de Haute Alsace and IRIMAS Institute (MSD team). I'm working on artificial intelligence and data science with a special interest in processing time series with deep learning approaches. I apply my work to different fields including geosciences, surgical data science and motion analysis. I'm also Vice-President in charge of Artificial Intelligence and Digital Transformation of the Univ. Haute-Alsace and Deputy Director of the IRIMAS Institute.

Publications

Multisenge: a Multimodal and Multitemporal Benchmark Dataset for Land Use/Land Cover Remote Sensing Applications (2022) Article

Romain Wenger, A. Puissant, J. Weber, L. Idoumghar, G. Forestier

ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Smooth Perturbations for Time Series Adversarial Attacks (2022) Communication

Gautier Pialla, Hassan Ismail Fawaz, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Christoph Bergmeir, Daniel Schmidt, Geoffrey Webb, Germain Forestier

Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD)
U-Net feature fusion for multi-class semantic segmentation of urban fabrics from Sentinel-2 imagery: an application on Grand Est Region, France (2022) Article

Romain Wenger, Anne Puissant, Jonathan Weber, Lhassane Idoumghar, Germain Forestier

International Journal of Remote Sensing
Ensemble clustering for histopathological images segmentation using convolutional autoencoders (2022) Communication

Ilias Rmouque, Jonathan Weber, Maxime Devanne, Germain Forestier, Cédric Wemmert

International Conference on Computer Vision Theory and Applications (VISAPP)
Surgical data science – from concepts toward clinical translation (2022) Article

Lena Maier-Hein, Matthias Eisenmann, Duygu Sarikaya, Keno März, Toby Collins, Anand Malpani, Johannes Fallert, Hubertus Feussner, Stamatia Giannarou, Pietro Mascagni, Hirenkumar Nakawala, Adrian Park, Carla Pugh, Danail Stoyanov, Swaroop S. Vedula, Kevin Cleary, Gabor Fichtinger, Germain Forestier, Bernard Gibaud, Teodor Grantcharov, Makoto Hashizume, Doreen Heckmann-Nötzel, Hannes G. Kenngott, Ron Kikinis, Lars Mündermann, Nassir Navab, Sinan Onogur, Tobias Ross, Raphael Sznitman, Russell H. Taylor, Minu D. Tizabi, Martin Wagner, Gregory D. Hager, Thomas Neumuth, Nicolas Padoy, Justin Collins, Ines Gockel, Jan Goedeke, Daniel A. Hashimoto, Luc Joyeux, Kyle Lam, Daniel R. Leff, Amin Madani, Hani J. Marcus, Ozanan Meireles, Alexander Seitel, Dogu Teber, Frank Ückert, Beat P. Müller-Stich, Pierre Jannin, Stefanie Speidel

Medical Image Analysis

Germain Forestier

Domaines d'expertise

Description

Publications