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Germain Forestier

20
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
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Multimodal and Multitemporal Land Use/Land Cover Semantic Segmentation on Sentinel-1 and Sentinel-2 Imagery: An Application on a MultiSenGE Dataset

Romain Wenger , Anne Puissant , Jonathan Weber , Lhassane Idoumghar , Germain Forestier
Remote Sensing, 2022, 15 (1), pp.151. ⟨10.3390/rs15010151⟩
Article dans une revue hal-04339255v1

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
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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
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Deep learning for colon cancer histopathological images analysis

Amina Ben Hamida , Maxime Devanne , Jonathan Weber , Caroline Truntzer , Valentin Derangère
Computers in Biology and Medicine, 2021, ⟨10.1016/j.compbiomed.2021.104730⟩
Article dans une revue hal-03321646v1
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End-to-end deep representation learning for time series clustering: a comparative study

Baptiste Lafabregue , Jonathan Weber , Pierre Gançarski , Germain Forestier
Data Mining and Knowledge Discovery, 2021, ⟨10.1007/s10618-021-00796-y⟩
Article dans une revue hal-03407061v1
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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
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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

Deep Representation Learning for Cluster-Level Time Series Forecasting

Tsegamlak Debella , Bethelhem Shawel , Maxime Devanne , Jonathan Weber , Dereje Woldegebreal
International Conference on Time Series and Forecasting (ITISE), Jun 2022, Gran Canaria, Spain. pp.22, ⟨10.3390/engproc2022018022⟩
Communication dans un congrès hal-03800178v1
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Ensemble clustering for histopathological images segmentation using convolutional autoencoders

Ilias Rmouque , Jonathan Weber , Maxime Devanne , Germain Forestier , Cédric Wemmert
International Conference on Computer Vision Theory and Applications (VISAPP), Feb 2022, En ligne, France. pp.933-940, ⟨10.5220/0010835300003124⟩
Communication dans un congrès hal-03469780v1
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Grad Centroid Activation Mapping for Convolutional Neural Networks

Baptiste Lafabregue , Jonathan Weber , Pierre Gançarski , Germain Forestier
IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Nov 2021, Washington (virtual), United States. ⟨10.1109/ICTAI52525.2021.00033⟩
Communication dans un congrès hal-03451019v1
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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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Détection en temps réel des glomérules en pathologie rénale

Robin Heckenauer , Jonathan Weber , Cédric Wemmert , Friedrich Feuerhake , Michel Hassenforder
ORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France
Communication dans un congrès hal-03339642v1
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Segmentation non-supervisée d'images histopathologiques à l'aide d'auto-encodeurs et d'ensemble clustering

Ilias Rmouque , Maxime Devanne , Jonathan Weber , Germain Forestier , Cédric Wemmert
Atelier Apprentissage profond: Théorie et Applications (APTA), Journées Francophones Extraction et Gestion des Connaissances (EGC), Jan 2021, Montpellier, France
Communication dans un congrès hal-03604158v1
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Auto-encodeur multi-tâches pour le calcul de moyennes de séries temporelles

Tsegamlak Terefe , Maxime Devanne , Jonathan Weber , Dereje Hailemariam , Germain Forestier
Atelier Apprentissage profond: Théorie et Applications (APTA), Journées Francophones Extraction et Gestion des Connaissances (EGC), Jan 2021, Montpellier, France
Communication dans un congrès hal-03604169v1
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Real-Time Detection of Glomeruli in Renal Pathology

Robin Heckenauer , Jonathan Weber , Cedric Wemmert , Friedrich Feuerhake , Michel Hassenforder
2020 IEEE 33rd International Symposium on Computer-Based Medical Systems (CBMS), Jul 2020, Rochester (on line), United States. pp.350-355, ⟨10.1109/cbms49503.2020.00072⟩
Communication dans un congrès hal-03353271v1
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Time Series Averaging Using Multi-Tasking Autoencoder

Tsegamlak Terefe , Maxime Devanne , Jonathan Weber , Dereje Hailemariam , Germain Forestier
2020 IEEE 32nd International Conference on Tools with Artificial Intelligence (ICTAI), Nov 2020, Baltimore, MD, United States. pp.1065-1072, ⟨10.1109/ictai50040.2020.00163⟩
Communication dans un congrès hal-03536043v1
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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
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Transfer learning for the classification of video-recorded crowd movements

Mounir Bendali-Braham , Jonathan Weber , Germain Forestier , Lhassane Idoumghar , Pierre-Alain Muller
International Symposium on Image and Signal Processing and Analysis (ISPA), Sep 2019, Dubrovnik, Croatia. pp.271-276, ⟨10.1109/ISPA.2019.8868704⟩
Communication dans un congrès hal-03205966v1
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Deep Learning for Histopathological Image Analysis

Cédric Wemmert , Jonathan Weber , Friedrich Feuerhake , Germain Forestier
Mourad Elloumi. Deep Learning for Biomedical Data Analysis. Techniques, Approaches, and Applications, Springer, pp.153-169, 2021, 978-3-030-71675-2. ⟨10.1007/978-3-030-71676-9_7⟩
Chapitre d'ouvrage hal-03321639v1