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Germain Forestier

7
Documents
Identifiants chercheurs

Présentation

I'm a professor of computer science working on data science with a special interest in processing temporal data (time series). I mostly apply my work to surgical data science, digital pathology and geosciences. Find more information about my work on my personnal page: <https://germain-forestier.info/>

Publications

jjmweber
"lhassane-idoumghar"

U-Net feature fusion for multi-class semantic segmentation of urban fabrics from Sentinel-2 imagery: an application on Grand Est Region, France

 Romain Wenger , Anne Puissant , Jonathan Weber , Lhassane Idoumghar , Germain Forestier
International Journal of Remote Sensing, 2022, 43 (6), pp.1983-2011. ⟨10.1080/01431161.2022.2054295⟩
Article dans une revue hal-03638200v1
Image document

Recent trends in crowd analysis : A review

 Mounir Bendali-Braham , Jonathan Weber , Germain Forestier , Lhassane Idoumghar , Pierre-Alain Muller
Machine Learning with Applications, 2021, 4, pp.100023. ⟨10.1016/j.mlwa.2021.100023⟩
Article dans une revue hal-03671937v1
Image document

Deep learning for time series classification: a review

 Hassan Ismail Fawaz , Germain Forestier , Jonathan Weber , Lhassane Idoumghar , Pierre-Alain Muller
Data Mining and Knowledge Discovery, 2019, 33 (4), pp.917-963. ⟨10.1007/s10618-019-00619-1⟩
Article dans une revue hal-02365025v2
Image document

Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks

 Hassan Ismail Fawaz , Germain Forestier , Jonathan Weber , Lhassane Idoumghar , Pierre-Alain Muller
International Journal of Computer Assisted Radiology and Surgery, 2019, 14 (9), pp.1611-1617. ⟨10.1007/s11548-019-02039-4⟩
Article dans une revue hal-02434381v1
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Surgical motion analysis using discriminative interpretable patterns

 Germain Forestier , François Petitjean , Pavel Senin , Fabien Despinoy , Arnaud Huaulmé
Artificial Intelligence in Medicine, 2018, 91, pp.3-11. ⟨10.1016/j.artmed.2018.08.002⟩
Article dans une revue hal-01880048v1
Image document

Classification ensembliste de vidéos de mouvements de foule

 Mounir Bendali-Braham , Jonathan Weber , Germain Forestier , Lhassane Idoumghar , Pierre-Alain Muller
ORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France
Communication dans un congrès hal-03339627v1
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Neural Architecture Search for Time Series Classification

 Hojjat Rakhshani , Hassan Ismael Fawaz , Lhassane Idoumghar , Germain Forestier , Julien Lepagnot
International Joint Conference on Neural Networks (IJCNN), Jul 2020, Glasgow, United Kingdom. ⟨10.1109/IJCNN48605.2020.9206721⟩
Communication dans un congrès hal-03668466v1