Germain Forestier

165
Documents

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Publications

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Automatic detection of in-stream river wood from random forest machine learning and exogenous indices using very high-resolution aerial imagery

Gauthier Grimmer , Romain Wenger , Germain Forestier , Valentin Chardon

Environmental Modelling and Software, 2025, 190, pp.106460. ⟨10.1016/j.envsoft.2025.106460⟩

Article dans une revue hal-05131638v1
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Establishing a unified evaluation framework for human motion generation: A comparative analysis of metrics

Ali Ismail-Fawaz , Maxime Devanne , Stefano Berretti , Jonathan Weber , Germain Forestier

Computer Vision and Image Understanding, 2025, 254, pp.104337. ⟨10.1016/j.cviu.2025.104337⟩

Article dans une revue hal-05142916v1
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Self‐Supervised Learning Based Clustering Workflow for Exploring Seismological Data From Dense Networks

Joachim Rimpot , Clément Hibert , Jean‐philippe Malet , Germain Forestier , Jonathan Weber

Journal of Geophysical Research. Machine Learning and Computation, 2025, 2 (4), ⟨10.1029/2025jh000958⟩

Article dans une revue hal-05362700v1
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Look into the LITE in deep learning for time series classification

Ali Ismail-Fawaz , Maxime Devanne , Stefano Berretti , Jonathan Weber , Germain Forestier

International Journal of Data Science and Analytics, 2025, pp.1--21. ⟨10.1007/s41060-024-00708-5⟩

Article dans une revue hal-04933061v1
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Self-supervised learning of seismological data reveals new eruptive sequences at the Mayotte submarine volcano

Joachim Rimpot , Clément Hibert , Lise Retailleau , Jean-Marie Saurel , Jean-Philippe Malet et al.

Geophysical Journal International, 2024, ⟨10.1093/gji/ggae361⟩

Article dans une revue insu-04763871v1
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Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey

Navid Mohammadi Foumani , Lynn Miller , Chang Wei Tan , Geoffrey I Webb , Germain Forestier et al.

ACM Computing Surveys, 2024, 56 (9), pp.1 - 45. ⟨10.1145/3649448⟩

Article dans une revue hal-05093756v1
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Digital transformation: how to teach (with) generative AI in higher education?

Holly Many , Maria Shvetsova , Germain Forestier

Études & Pédagogies, 2024, ⟨10.20870/eep.2024.8100⟩

Article dans une revue hal-04690813v1
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Time series adversarial attacks: an investigation of smooth perturbations and defense approaches

Gautier Pialla , Hassan Ismail Fawaz , Maxime Devanne , Jonathan Weber , Lhassane Idoumghar et al.

International Journal of Data Science and Analytics, 2023, ⟨10.1007/s41060-023-00438-0⟩

Article dans une revue hal-04535654v1
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Estimating time series averages from latent space of multi-tasking neural networks

Tsegamlak Terefe , Maxime Devanne , Jonathan Weber , Dereje Hailemariam , Germain Forestier

Knowledge and Information Systems (KAIS), 2023, 65 (11), pp.4967 - 5004. ⟨10.1007/s10115-023-01927-1⟩

Article dans une revue hal-04535655v1
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Multisenge: a Multimodal and Multitemporal Benchmark Dataset for Land Use/Land Cover Remote Sensing Applications

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

ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2022, V-3-2022, pp.635-640. ⟨10.5194/isprs-annals-V-3-2022-635-2022⟩

Article dans une revue hal-03776281v1
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Surgical data science – from concepts toward clinical translation

Lena Maier-Hein , Matthias Eisenmann , Duygu Sarikaya , Keno März , Toby Collins et al.

Medical Image Analysis, 2022, 76, pp.102306. ⟨10.1016/j.media.2021.102306⟩

Article dans une revue hal-03515942v1

Du projet DémoUHA (PIA4, AMI DémoES) à la stratégie numérique : réflexions critiques et pistes pour une « transformation numérique responsable »

Dominique Kern , Germain Forestier

Distances et Médiations des Savoirs, 2022, 38, ⟨10.4000/dms.7990⟩

Article dans une revue hal-03767484v1
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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
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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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Weakly Supervised Learning using Attention gates for colon cancer histopathological image segmentation

Amina Ben Hamida , Maxime Devanne , Jonathan Weber , Caroline Truntzer , Valentin Derangère et al.

Artificial Intelligence in Medicine, 2022, ⟨10.1016/j.artmed.2022.102407⟩

Article dans une revue hal-03797652v1
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Deep learning for colon cancer histopathological images analysis

Amina Ben Hamida , Maxime Devanne , Jonathan Weber , Caroline Truntzer , Valentin Derangère et al.

Computers in Biology and Medicine, 2021, ⟨10.1016/j.compbiomed.2021.104730⟩

Article dans une revue hal-03321646v1
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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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An automatic framework for Fusing Information from differently stained consecutive digital whole slide images: A case study in renal histology

Odyssée Merveille , Thomas Lampert , Jessica Schmitz , Germain Forestier , Friedrich Feuerhake et al.

Computer Methods and Programs in Biomedicine, 2021, pp.106157. ⟨10.1016/j.cmpb.2021.106157⟩

Article dans une revue hal-03224927v1
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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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A review of alignment based similarity measures for web usage mining

Vinh-Trung Luu , Germain Forestier , Jonathan Weber , Paul Bourgeois , Fahima Djelil et al.

Artificial Intelligence Review, 2020, 53 (3), pp.1529-1551. ⟨10.1007/s10462-019-09712-9⟩

Article dans une revue hal-02632870v1
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InceptionTime: Finding AlexNet for time series classification

Hassan Ismail Fawaz , Benjamin Lucas , Germain Forestier , Charlotte Pelletier , Daniel F Schmidt et al.

Data Mining and Knowledge Discovery, 2020, 34 (6), pp.1936-1962. ⟨10.1007/s10618-020-00710-y⟩

Article dans une revue hal-03181438v1
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Intelligence artificielle et analyse d’images histologiques : Opportunités et challenges

Cédric Wemmert , Jonathan Weber , Germain Forestier

Revue Française d'Histotechnologie, 2020, 32 (1), pp.213-238. ⟨10.25830/afh.rfh.2020.32.213.238⟩

Article dans une revue hal-03979724v1
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Graph-based description of tertiary lymphoid organs at single-cell level

Nadine S Schaadt , Ralf Schönmeyer , Germain Forestier , Nicolas Brieu , Peter Braubach et al.

PLoS Computational Biology, 2020, 16 (2), pp.e1007385. ⟨10.1371/journal.pcbi.1007385⟩

Article dans une revue hal-02633072v1
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Crowdsourcing of Histological Image Labeling and Object Delineation by Medical Students

Anne Grote , Nadine S Schaadt , Germain Forestier , Friedrich Feuerhake , Cédric Wemmert

IEEE Transactions on Medical Imaging, 2019, 38 (5), pp.1284-1294. ⟨10.1109/TMI.2018.2883237⟩

Article dans une revue hal-02299285v1
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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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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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Deconstructing the diagnostic reasoning of human versus artificial intelligence

Thierry Pelaccia , Germain Forestier , Cédric Wemmert

CMAJ, 2019, 191 (48), pp.E1332-E1335. ⟨10.1503/cmaj.190506⟩

Article dans une revue hal-02632899v1
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Surgical skills: Can learning curves be computed from recordings of surgical activities?

Germain Forestier , Laurent Riffaud , François Petitjean , Pierre-Louis Henaux , Pierre Jannin

International Journal of Computer Assisted Radiology and Surgery, 2018, 13 (5), pp.629-636. ⟨10.1007/s11548-018-1713-y⟩

Article dans une revue hal-01807121v1
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Optimizing dynamic time warping’s window width for time series data mining applications

Hoang Anh Dau , Diego Furtado Silva , François Petitjean , Germain Forestier , Anthony Bagnall et al.

Data Mining and Knowledge Discovery, 2018, 32 (4), pp.1074-1120. ⟨10.1007/s10618-018-0565-y⟩

Article dans une revue hal-02881677v1
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Evaluation of Contactless Human-Machine Interface for Robotic Surgical Training

Fabien Despinoy , Nabil Zemiti , Germain Forestier , Luis Alonso Sanchez Secades , Pierre Jannin et al.

International Journal of Computer Assisted Radiology and Surgery, 2018, 13 (1), pp.13-24. ⟨10.1007/s11548-017-1666-6⟩

Article dans une revue lirmm-01577226v1
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Toward a standard ontology of surgical process models

Bernard Gibaud , Germain Forestier , Carolin Feldmann , Giancarlo Ferrigno , Paulo Gonçalves et al.

International Journal of Computer Assisted Radiology and Surgery, 2018, 13 (9), pp.1397-1408. ⟨10.1007/s11548-018-1824-5⟩

Article dans une revue hal-01862533v3
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Constrained distance based clustering for time-series: a comparative and experimental study

Thomas Lampert , Thi-Bich-Hanh Dao , Baptiste Lafabregue , Nicolas Serrette , Germain Forestier et al.

Data Mining and Knowledge Discovery, 2018, 32 (6), pp.1663-1707. ⟨10.1007/s10618-018-0573-y⟩

Article dans une revue hal-01831637v1
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Sequential surgical signatures in micro-suturing task

Arnaud Huaulmé , Kanako Harada , Germain Forestier , Mamoru Mitsuishi , Pierre Jannin

International Journal of Computer Assisted Radiology and Surgery, 2018, 13 (9), pp.1419-1428. ⟨10.1007/s11548-018-1775-x⟩

Article dans une revue hal-01791310v1
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Surgical motion analysis using discriminative interpretable patterns

Germain Forestier , François Petitjean , Pavel Senin , Fabien Despinoy , Arnaud Huaulmé et al.

Artificial Intelligence in Medicine, 2018, 91, pp.3-11. ⟨10.1016/j.artmed.2018.08.002⟩

Article dans une revue hal-01880048v1
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Automatic matching of surgeries to predict surgeons next actions

Germain Forestier , François Petitjean , Laurent Riffaud , Pierre Jannin

Artificial Intelligence in Medicine, 2017, 81, pp.3 - 11. ⟨10.1016/j.artmed.2017.03.007⟩

Article dans une revue hal-01499246v2
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Distinguishing surgical behavior by sequential pattern discovery

Arnaud Huaulmé , Sandrine Voros , Laurent Riffaud , Germain Forestier , Alexandre Moreau-Gaudry et al.

Journal of Biomedical Informatics, 2017, 67, pp.34 - 41. ⟨10.1016/j.jbi.2017.02.001⟩

Article dans une revue hal-01470402v1
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Finding discriminative and interpretable patterns in sequences of surgical activities

Germain Forestier , François Petitjean , Pavel Senin , Laurent Riffaud , Pierre-Louis Hénaux et al.

Artificial Intelligence in Medicine, 2017, 82, pp.11-19. ⟨10.1016/j.artmed.2017.09.002⟩

Article dans une revue hal-01639834v1

Surgical Data Science for Next-Generation Interventions

Lena Maier-Hein , Swaroop S Vedula , Stefanie Speidel , Nassir Navab , Ron Kikinis et al.

Nature Biomedical Engineering, 2017, ⟨10.1038/s41551-017-0132-7⟩

Article dans une revue hal-04559911v1
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Image analysis of immune cell patterns in the human mammary gland during the menstrual cycle refines lymphocytic lobulitis

Nadine S. Schaadt , Juan Carlos López Alfonso , Ralf Schönmeyer , Anne Grote , Germain Forestier et al.

Breast Cancer Research and Treatment, 2017, 164 (2), pp.305 - 315. ⟨10.1007/s10549-017-4239-z⟩

Article dans une revue hal-01875860v1

Comment fusionner des ontologies avec la réécriture de graphes ?

Mariem Mahfoudh , Germain Forestier , Laurent Thiry , Michel Hassenforder

Revue des Sciences et Technologies de l'Information - Série TSI : Technique et Science Informatiques, 2016, 35 (1), pp.31-53. ⟨10.3166/tsi.35.31-53⟩

Article dans une revue hal-04516203v1
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Semi-supervised learning using multiple clusterings with limited labeled data

Germain Forestier , Cédric Wemmert

Information Sciences, 2016, 361–362, pp.48-65. ⟨10.1016/j.ins.2016.04.040⟩

Article dans une revue hal-01355189v2
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Detection of lobular structures in normal breast tissue

Grégory Apou , Nadine S. Schaadt , Benoît Naegel , Germain Forestier , Ralf Schönmeyer et al.

Computers in Biology and Medicine, 2016, 74, pp.91-102. ⟨10.1016/j.compbiomed.2016.05.004⟩

Article dans une revue hal-01321053v1
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Unsupervised Trajectory Segmentation for Surgical Gesture Recognition in Robotic Training

Fabien Despinoy , David Bouget , Germain Forestier , Cédric Penet , Nabil Zemiti et al.

IEEE Transactions on Biomedical Engineering, 2016, 63 (6), pp.1280-1291. ⟨10.1109/TBME.2015.2493100⟩

Article dans une revue lirmm-01217023v1
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In-silico insights on the prognostic potential of immune cell infiltration patterns in the breast lobular epithelium

Juan Carlos López Alfonso , Nadine S Schaadt , Ralf Schönmeyer , Nicolas Brieu , Germain Forestier et al.

Scientific Reports, 2016, 6 (1), ⟨10.1038/srep33322⟩

Article dans une revue hal-01878620v1
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Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm

François I Petitjean , Germain Forestier , Geoffrey I Webb , Ann E Nicholson , Yanping E Chen et al.

Knowledge and Information Systems (KAIS), 2016, 47, pp.1 - 26. ⟨10.1007/s10115-015-0878-8⟩

Article dans une revue hal-01455034v1

Apprentissage de règles floues pour caractériser des objets d'intérêt dans une image de télédétection

Bruno Belarte , Cédric Wemmert , Germain Forestier , Christiane Weber , Manuel Grizonnet

Revue des Nouvelles Technologies de l'Information, 2015, RNTI-E27, pp.23-42

Article dans une revue hal-05417419v1
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Algebraic graph transformations for formalizing ontology changes and evolving ontologies

Mariem Mahfoudh , Germain Forestier , Laurent Thiry , Michel Hassenforder

Knowledge-Based Systems, 2015, 73, pp.212-226. ⟨10.1016/j.knosys.2014.10.007⟩

Article dans une revue hal-01162612v2
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Automatic phase prediction from low-level surgical activities

Germain Forestier , Laurent Riffaud , Pierre Jannin

International Journal of Computer Assisted Radiology and Surgery, 2015, 10 (6), pp.833-841. ⟨10.1007/s11548-015-1195-0⟩

Article dans une revue hal-01145855v2
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Domain-specific summarisation of Life-Science e-experiments from provenance traces

Alban Gaignard , Johan Montagnat , Bernard Gibaud , Germain Forestier , Tristan Glatard

Journal of Web Semantics, 2014, 29, pp.19-30. ⟨10.1016/j.websem.2014.07.001⟩

Article dans une revue hal-01027596v1
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OntoVIP: An ontology for the annotation of object models used for medical image simulation.

Bernard Gibaud , Germain Forestier , Hugues Benoit-Cattin , Frédéric Cervenansky , Patrick Clarysse et al.

Journal of Biomedical Informatics, 2014, 52, pp.279-92. ⟨10.1016/j.jbi.2014.07.008⟩

Article dans une revue inserm-01062371v1
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Non-Linear Temporal Scaling of Surgical Processes

Germain Forestier , Francois Petitjean , Laurent Riffaud , Pierre Jannin

Artificial Intelligence in Medicine, 2014, 62 (3), pp.143-152. ⟨10.1016/j.artmed.2014.10.007⟩

Article dans une revue hal-00862978v3
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Coastal image interpretation using background knowledge and semantics

Germain Forestier , Cédric Wemmert , Anne Puissant

Computers & Geosciences, 2013, 54, pp.88 - 96. ⟨10.1016/j.cageo.2012.11.023⟩

Article dans une revue hal-01875858v1
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Multi-site study of surgical practice in neurosurgery based on surgical process models.

Germain Forestier , Florent Lalys , Laurent Riffaud , D. Louis Collins , Jurgen Meixensberger et al.

Journal of Biomedical Informatics, 2013, 46 (5), pp.822-9. ⟨10.1016/j.jbi.2013.06.006⟩

Article dans une revue inserm-00853846v1
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A virtual imaging platform for multi-modality medical image simulation.

Tristan Glatard , Carole Lartizien , Bernard Gibaud , Rafael Ferreira da Silva , Germain Forestier et al.

IEEE Transactions on Medical Imaging, 2013, 32 (1), pp.110-8. ⟨10.1109/TMI.2012.2220154⟩

Article dans une revue inserm-00762497v1
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Comparison of optical sensors discrimination ability using spectral libraries

Germain Forestier , Jordi Inglada , Cédric Wemmert , Pierre Gancarski

International Journal of Remote Sensing, 2013, 34 (7), pp.2327 - 2349. ⟨10.1080/01431161.2012.744488⟩

Article dans une revue hal-01875856v1
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Classification of surgical processes using dynamic time warping

Germain Forestier , Florent Lalys , Laurent Riffaud , Brivael Trelhu , Pierre Jannin

Journal of Biomedical Informatics, 2012, 45 (2), pp.255-264. ⟨10.1016/j.jbi.2011.11.002⟩

Article dans une revue inserm-00669624v2
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Knowledge-based region labeling for remote sensing image interpretation

Germain Forestier , Anne Puissant , Cédric Wemmert , Pierre Gançarski

Computers, Environment and Urban Systems, 2012, 36 (5), pp.470 - 480. ⟨10.1016/j.compenvurbsys.2012.01.003⟩

Article dans une revue hal-01875854v1
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Discovering Significant Evolution Patterns from Satelllite Image Time Series

François Petitjean , Florent Masseglia , Pierre Gancarski , Germain Forestier

International Journal of Neural Systems, 2011, 21 (6), pp.15. ⟨10.1142/S0129065711003024⟩

Article dans une revue lirmm-00639480v1
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Supervised image segmentation using watershed transform, fuzzy classification and evolutionary computation

Sébastien Derivaux , Germain Forestier , Cédric Wemmert , Sébastien Lefèvre

Pattern Recognition Letters, 2010, 31 (15), pp.2364-2374. ⟨10.1016/j.patrec.2010.07.007⟩

Article dans une revue hal-00512749v2
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Collaborative clustering with background knowledge

Germain Forestier , Pierre Gançarski , Cédric Wemmert

Data and Knowledge Engineering, 2010, 69 (2), pp.211 - 228. ⟨10.1016/j.datak.2009.10.004⟩

Article dans une revue hal-01875853v1
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Multiresolution remote sensing image clustering

Cédric Wemmert , Anne Puissant , Germain Forestier , Pierre Gancarski

IEEE Geoscience and Remote Sensing Letters, 2009, 6 (3), pp.533-537. ⟨10.1109/LGRS.2009.2020825⟩

Article dans une revue halshs-00520632v1
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Multisource Images Analysis Using Collaborative Clustering

Germain Forestier , Cédric Wemmert , Pierre Gancarski

EURASIP Journal on Advances in Signal Processing, 2008, 2008 (1), ⟨10.1155/2008/374095⟩

Article dans une revue hal-01878610v1
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A Comparative Study of CNNs and Vision-Language Models for Chart Image Classification

Bruno Côme , Maxime Devanne , Jonathan Weber , Germain Forestier

International Conference on Agents and Artificial Intelligence (ICAART), Feb 2025, Porto, France. pp.816 - 827, ⟨10.5220/0013374500003890⟩

Communication dans un congrès hal-05350757v1
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Enhancing Time Series Classification with Diversity-Driven Neural Network Ensembles

Javidan Abdullayev , Maxime Devanne , Cyril Meyer , Ali Ismail-Fawaz , Jonathan Weber et al.

IEEE International Joint Conference on Neural Networks (IJCNN), Jun 2025, Rome, France. pp.1-10, ⟨10.1109/IJCNN64981.2025.11228372⟩

Communication dans un congrès hal-05407023v1
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Urban trees species classification using Sentinel-2 and Planetscope satellite image time series

Marie Latil , Romain Wenger , David Michéa , Germain Forestier , Anne Puissant

2025 Joint Urban Remote Sensing Event (JURSE), May 2025, Tunis, France. pp.1-4, ⟨10.1109/JURSE60372.2025.11076039⟩

Communication dans un congrès hal-05350772v1
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Étude Comparative des CNNs et des Vision-Language Models pour la Classification d'Images de Graphiques

Bruno Côme , Maxime Devanne , Jonathan Weber , Germain Forestier

ORASIS 2025, ISEN Yncréa Ouest, Jun 2025, Le Croisic, France

Communication dans un congrès hal-05131250v1
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Automated Coding of French Emergency Calls Using BERT

Samuel Lebot , Joris Muller , Sébastien Harscoat , Delphine Bernhard , Germain Forestier et al.

IEEE International Symposium on Computer-Based Medical Systems (CBMS), Jun 2025, Madrid, Spain. pp.220-225, ⟨10.1109/CBMS65348.2025.00053⟩

Communication dans un congrès hal-05054610v1
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Deep Neural Network Architectures for Advanced Hiking Map Generation

Olivier Schirm , Maxime Devanne , Jonathan Weber , Arnaud Lecus , Germain Forestier et al.

International Conference on Pattern Recognition Applications and Methods (ICPRAM), Feb 2025, Porto, Portugal. pp.531-541, ⟨10.5220/0013351700003905⟩

Communication dans un congrès hal-04909516v1
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Prédiction du risque d'échec dans un MOOC : une approche basée sur l'analyse des séries temporelles multivariées

Anass El Ayady , Maxime Devanne , Germain Forestier , Nour El Mawas

Environnements Informatiques pour l’Apprentissage Humain 2025, ATIEF, Jun 2025, Villeneuve d’Ascq (Lille), France. pp.416-426, ⟨10.48550/arXiv.2507.21118⟩

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Démarche portfolio pour l’APC (Approche Par Compétences), IA et évaluation par les pairs, vers un futur bon ménage à 3

Eric Giraudin , Germain Forestier , Holly Many

Journée de rentrée ELAN, Oct 2024, Mulhouse, France

Communication dans un congrès hal-04731190v1
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Improving Urban Tree Species Classification with High Resolution Satellite Imagery and Machine Learning

Romain Wenger , Clément Bressant , Lucie Roettele , Germain Forestier , Anne Puissant

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Jul 2024, Athènes, Greece. pp.4679 - 4682, ⟨10.1109/igarss53475.2024.10642787⟩

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A Supervised Variational Auto-encoder for Human Motion Generation Using Convolutional Neural Networks

Ali Ismail-Fawaz , Maxime Devanne , Stefano Berretti , Jonathan Weber , Germain Forestier

International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI), Jul 2024, Jeju Island, South Korea. pp.166 - 181, ⟨10.1007/978-981-97-8705-0_11⟩

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Weighted Average of Human Motion Sequences for Improving Rehabilitation Assessment

Ali Ismail-Fawaz , Maxime Devanne , Stefano Berretti , Jonathan Weber , Germain Forestier

ECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data (AALTD), Sep 2024, Vilnius, Lithuania. pp.131 - 146, ⟨10.1007/978-3-031-77066-1_8⟩

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Self-supervised learning for the exploration of continuous seismic records at the Fani Maoré submarine volcano (Mayotte)

Clément Hibert , Joachim Rimpot , Lise Retailleau , Jean-Marie Saurel , Jean-Philippe Malet et al.

European Geosciences Union General Assembly 2024 (EGU24), 0000, à renseigner, Unknown Region. ⟨10.5194/egusphere-egu24-15278⟩

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Finding Foundation Models for Time Series Classification with a PreText Task

Ali Ismail-Fawaz , Maxime Devanne , Stefano Berretti , Jonathan Weber , Germain Forestier

Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD) - International Workshop on Temporal Analytics, May 2024, Taipei, Taiwan. pp.123 - 135, ⟨10.1007/978-981-97-2650-9_10⟩

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COCALITE: A Hybrid Model COmbining CAtch22 and LITE for Time Series Classification

Oumaima Badi , Maxime Devanne , Ali Ismail-Fawaz , Javidan Abdullayev , Vincent Lemaire et al.

IEEE International Conference on Big Data (BigData), Dec 2024, Washington, United States. pp.1229-1236, ⟨10.1109/BigData62323.2024.10825872⟩

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Comparison of deep learning architectures for colon cancer mutation detection

Robin Heckenauer , Jonathan Weber , Cédric Wemmert , Caroline Truntzer , Valentin Derangère et al.

IEEE International Symposium on Computer Based Medical Systems (CBMS), Jun 2023, L'Aquila, Italy. ⟨10.1109/CBMS58004.2023.00244⟩

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Augmentation de données pour la classification de séries temporelles avec des modèles d'apprentissage profonds

Gautier Pialla , Maxime Devanne , Jonathan Weber , Lhassane Idoumghar , Germain Forestier

ORASIS 2023, Laboratoire LIS, UMR 7020, May 2023, Carqueiranne, France

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ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging

Ali Ismail-Fawaz , Hassan Ismail Fawaz , François Petitjean , Maxime Devanne , Jonathan Weber et al.

ECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data (AALTD), Sep 2023, Torino, Italy. pp.127 - 142, ⟨10.1007/978-3-031-49896-1_9⟩

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Exploring inference of a land use and land cover model trained on MultiSenGE dataset

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

Joint Urban Remote Sensing Event (JURSE), May 2023, Heraklion, Greece. pp.1-4, ⟨10.1109/JURSE57346.2023.10144156⟩

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Une approche multi-grilles pour la génération automatique d'une carte de sentiers de randonnée à partir de données GPS

Olivier Schirm , Maxime Devanne , Jonathan Weber , Arnaud Lecus , Germain Forestier et al.

ORASIS 2023, Laboratoire LIS, UMR 7020, May 2023, Carqueiranne, France

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LITE: Light Inception with boosTing tEchniques for Time Series Classification

Ali Ismail-Fawaz , Maxime Devanne , Stefano Berretti , Jonathan Weber , Germain Forestier

IEEE International Conference on Data Science and Advanced Analytics (DSAA), Oct 2023, Thessaloniki, France. pp.1-10, ⟨10.1109/dsaa60987.2023.10302569⟩

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Apprentissage en Profondeur pour la Classification des Séries Temporelles à l'aide de Nouveaux Filtres de Convolution Créés Manuellement

Ali Ismail-Fawaz , Maxime Devanne , Jonathan Weber , Germain Forestier

ORASIS 2023, Laboratoire LIS, UMR 7020, May 2023, Carqueiranne, France

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Comparaison des architectures d'apprentissage profond pour la détection des mutations du cancer du côlon

R Heckenauer , J Weber , Cédric Wemmert , C Truntzer , V Derangère et al.

ORASIS 2023 : journées francophones des jeunes chercheurs en vision par ordinateur,, May 2023, Carqueiranne, France

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Comparaison des architectures d'apprentissage profond pour la détection des mutations du cancer du côlon

Robin Heckenauer , Jonathan Weber , Cédric Wemmert , Caroline Truntzer , Valentin Derangère et al.

ORASIS 2023, Laboratoire LIS, UMR 7020, May 2023, Carqueiranne, France

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Enhancing Time Series Classification with Self-Supervised Learning

Ali Ismail-Fawaz , Maxime Devanne , Jonathan Weber , Germain Forestier

International Conference on Agents and Artificial Intelligence (ICAART), Feb 2023, Lisbon, France. pp.40-47, ⟨10.5220/0011611300003393⟩

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Deep Representation Learning for Cluster-Level Time Series Forecasting

Tsegamlak Debella , Bethelhem Shawel , Maxime Devanne , Jonathan Weber , Dereje Woldegebreal et al.

International Conference on Time Series and Forecasting (ITISE), Jun 2022, Gran Canaria, Spain. pp.22, ⟨10.3390/engproc2022018022⟩

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A study of Knowledge Distillation in Fully Convolutional Network for Time Series Classification

Emel Ay , Maxime Devanne , Jonathan Weber , Germain Forestier

International Joint Conference on Neural Networks (IJCNN), Jul 2022, Padua, France. pp.1-8, ⟨10.1109/IJCNN55064.2022.9892915⟩

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Data Augmentation for Time Series Classification with Deep Learning Models

Gautier Pialla , Maxime Devanne , Jonathan Weber , Lhassane Idoumghar , Germain Forestier

ECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data, Sep 2022, Grenoble, France. pp.117 - 132, ⟨10.1007/978-3-031-24378-3_8⟩

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Méthodes de classification du cancer du sein pour les microscopes à réalité augmentée

Robin Heckenauer , Jonthan Weber , Cédric Wemmert , Michel Hassenforder , Pierre-Alain Muller et al.

RFIAP 2022 (Congrès Reconnaissance des Formes, Image, Apprentissage et Perception), Jul 2022, Vannes, France

Communication dans un congrès hal-03687423v1
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Sentiment Analysis Based on Deep Learning in E-Commerce

Ameni Chamekh , Mariem Mahfoudh , Germain Forestier

International Conference on Knowledge Science, Engineering and Management (KSEM), Aug 2022, Singapore, Singapore. pp.498-507, ⟨10.1007/978-3-031-10986-7_40⟩

Communication dans un congrès hal-03800268v1
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Incremental constrained clustering with application to remote sensing images time series

Baptiste Lafabregue , Pierre Gançarski , Jonathan Weber , Germain Forestier

IEEE International Conference on Data Mining Incr'Learn Workshops, Nov 2022, Orlando, United States. pp.814-823, ⟨10.1109/ICDMW58026.2022.00110⟩

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Deep Clustering Methods Study Applied to Satellite Images Time Series

Baptiste Lafabregue , Anne Puissant , Jonathan Weber , Germain Forestier

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Jul 2022, Kuala Lumpur, Malaysia. pp.195-198, ⟨10.1109/igarss46834.2022.9884322⟩

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Deep Learning-Based Sentiment Analysis for Predicting Financial Movements

Hadhami Mejbri , Mariem Mahfoudh , Germain Forestier

International Conference on Knowledge Science, Engineering and Management (KSEM), Aug 2022, Singapore, Singapore. pp.586-596, ⟨10.1007/978-3-031-10986-7_47⟩

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Deep Learning For Time Series Classification Using New Hand-Crafted Convolution Filters

Ali Ismail-Fawaz , Maxime Devanne , Jonathan Weber , Germain Forestier

IEEE International Conference on Big Data (Big Data), Dec 2022, Osaka, Japan. pp.972-981, ⟨10.1109/bigdata55660.2022.10020496⟩

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Smooth Perturbations for Time Series Adversarial Attacks

Gautier Pialla , Hassan Ismail Fawaz , Maxime Devanne , Jonathan Weber , Lhassane Idoumghar et al.

Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), May 2022, Chengdu, China. pp.485 - 496, ⟨10.1007/978-3-031-05933-9_38⟩

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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⟩

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Détection en temps réel des glomérules en pathologie rénale

Robin Heckenauer , Jonathan Weber , Cédric Wemmert , Friedrich Feuerhake , Michel Hassenforder et al.

ORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France

Communication dans un congrès hal-03339642v1
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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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Ensemble 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 2021, Zagreb, Croatia. pp.152-158, ⟨10.1109/ISPA52656.2021.9552129⟩

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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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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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Real-Time Detection of Glomeruli in Renal Pathology

Robin Heckenauer , Jonathan Weber , Cedric Wemmert , Friedrich Feuerhake , Michel Hassenforder et al.

IEEE International Symposium on Computer-Based Medical Systems (CBMS), Jul 2020, Rochester (on line), United States. pp.350-355, ⟨10.1109/cbms49503.2020.00072⟩

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Time Series Averaging Using Multi-Tasking Autoencoder

Tsegamlak Terefe , Maxime Devanne , Jonathan Weber , Dereje Hailemariam , Germain Forestier

IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Nov 2020, Baltimore, MD, United States. pp.1065-1072, ⟨10.1109/ictai50040.2020.00163⟩

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Revealing Long-term Physiological Trajectories Of Grasslands From Legacy B&W Aerial Photographs

Quentin Poterek , Pierre-Alexis Herrault , Germain Forestier , Dominique Schwartz

XXIVth ISPRS congress, Commission III, Aug 2020, En ligne, France. pp.549-557, ⟨10.5194/isprs-annals-V-3-2020-549-2020⟩

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Neural Architecture Search for Time Series Classification

Hojjat Rakhshani , Hassan Ismael Fawaz , Lhassane Idoumghar , Germain Forestier , Julien Lepagnot et al.

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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Knowledge-Based Categorization of Scientific Articles for Similarity Predictions

Nolwenn Bernard , Jonathan Weber , Germain Forestier , Michel Hassenforder , Bastien Latard

International Conference on Theory and Practice of Digital Libraries (TPDL), Aug 2020, Lyon, France. pp.147-160, ⟨10.1007/978-3-030-54956-5_11⟩

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Automated Machine Learning for Information Retrieval in Scientific Articles

Hojjat Rakhshani , Bastien Latard , Mathieu Brevilliers , Jonathan Weber , Julien Lepagnot et al.

IEEE Congress on Evolutionary Computation (CEC), Jul 2020, Glasgow, United Kingdom. ⟨10.1109/CEC48606.2020.9185893⟩

Communication dans un congrès hal-03714819v1
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Deep constrained clustering applied to satellite image time series

Baptiste Lafabregue , Jonathan Weber , Pierre Gançarski , Germain Forestier

ECML/PKDD Workshop on Machine Learning for Earth Observation Data (MACLEAN), Sep 2019, Würzburg, Germany

Communication dans un congrès hal-02326219v1
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Deep Neural Network Ensembles for Time Series Classification

Hassan Ismail Fawaz , Germain Forestier , Jonathan Weber , Lhassane Idoumghar , Pierre-Alain Muller

International Joint Conference on Neural Networks (IJCNN) 2019, Jul 2019, Budapest, Hungary. pp.1-6, ⟨10.1109/ijcnn.2019.8852316⟩

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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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Automatic Alignment of Surgical Videos Using Kinematic Data

Hassan Ismail Fawaz , Germain Forestier , Jonathan Weber , François Petitjean , Lhassane Idoumghar et al.

International Conference on Artificial Intelligence in Medicine (AIME), Jun 2019, Poznan, Poland. pp.104 - 113, ⟨10.1007/978-3-030-21642-9_14⟩

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Strategies for Training Stain Invariant CNNS

Thomas Lampert , Odyssée Merveille , Jessica Schmitz , Germain Forestier , Friedrich Feuerhake et al.

IEEE International Symposium on Biomedical Imaging (ISBI), Apr 2019, Venise, Italy. pp.905-909, ⟨10.1109/ISBI.2019.8759266⟩

Communication dans un congrès hal-02283639v1
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Augmentation de données pour la classification de séries temporelles par réseaux de neurones profonds résiduels

Hassan Ismail Fawaz , Germain Forestier , Jonathan Weber , Lhassane Idoumghar , Pierre-Alain Muller

Journées Francophones Extraction et Gestion des Connaissances (EGC), Jan 2019, Metz, France. pp.375-376

Communication dans un congrès hal-04741029v1
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Adversarial Attacks on Deep Neural Networks for Time Series Classification

Hassan Ismail Fawaz , Germain Forestier , Jonathan Weber , Lhassane Idoumghar , Pierre-Alain Muller

International Joint Conference on Neural Networks (IJCNN), Jul 2019, Budapest, Hungary. pp.1-8, ⟨10.1109/ijcnn.2019.8851936⟩

Communication dans un congrès hal-03800533v1
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Efficient search of the best warping window for Dynamic Time Warping

Chang Wei Tan , Matthieu Herrmann , Germain Forestier , Geoffrey Webb , François Petitjean

SIAM International Conference on Data Mining (SDM), May 2018, San Diego, United States. pp.225-233, ⟨10.1137/1.9781611975321.26⟩

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Data augmentation using synthetic data for time series classification with deep residual networks

Hassan Ismail Fawaz , Germain Forestier , Jonathan Weber , Lhassane Idoumghar , Pierre-Alain Muller

ECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data (AALTD), Sep 2018, Dublin, Ireland. ⟨10.48550/arXiv.1808.02455⟩

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Transfer learning for time series classification

Hassan Ismail Fawaz , Germain Forestier , Jonathan Weber , Lhassane Idoumghar , Pierre-Alain Muller

IEEE International Conference on Big Data (Big Data), Dec 2018, Seattle, United States. pp.1367-1376, ⟨10.1109/bigdata.2018.8621990⟩

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Evaluating Surgical Skills from Kinematic Data Using Convolutional Neural Networks

Hassan Ismail Fawaz , Germain Forestier , Jonathan Weber , Lhassane Idoumghar , Pierre-Alain Muller

Medical Image Computing and Computer Assisted Intervention (MICCAI), Sep 2018, Granada, Spain. pp.214 - 221, ⟨10.1007/978-3-030-00937-3_25⟩

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Catégorisation d'articles scientifiques basée sur les relations sémantiques des mots-clés

Bastien Latard , Jonathan Weber , Germain Forestier , Michel Hassenforder

EGC 2018, 2018, Paris, France. pp.371-372

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Role of Task Complexity and Training in Crowdsourced Image Annotation

Nadine Schaadt , Anne Grote , Germain Forestier , Cédric Wemmert , Friedrich Feuerhake

MICCAI Workshop on Computational Pathology, Sep 2018, Grenade, Spain. pp.44-51, ⟨10.1007/978-3-030-00949-6_6⟩

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Learn and Participate: Crowdsourcing of Image Annotation Supports Interactive Teaching in Histopathology and Involves Medical Students in Systems Medicine Research

Anne Grote , Nadine S. Schaadt , Germain Forestier , Cédric Wemmert , Friederich Feuerhake

Conference of the European Association of Systems Medicine: Big Data - Transition to Practice, Utrecht, Netherlands, janvier 2018, Jan 2018, Utrecht, Netherlands

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Discovering Discriminative and Interpretable Patterns for Surgical Motion Analysis

G. Forestier , F. Petitjean , P. Senin , Fabien Despinoy , Pierre Jannin

International Conference on Artificial Intelligence in Medicine (AIME), Jun 2017, Vienna, Austria. pp.136-145, ⟨10.1007/978-3-319-59758-4_15⟩

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Detection of glomeruli in renal pathology by mutual comparison of multiple staining modalities

M. Temerinac-Ott , Germain Forestier , J. Schmitz , M. Hermsen , J. H. Brasen et al.

International Symposium on Image and Signal Processing and Analysis (ISPA), Sep 2017, Ljubljana, Slovenia. pp.19-24, ⟨10.1109/ispa.2017.8073562⟩

Communication dans un congrès hal-03807632v1
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Using Semantic Relations between Keywords to Categorize Articles from Scientific Literature

Bastien Latard , Jonathan Weber , Germain Forestier , Michel Hassenforder

IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Nov 2017, Boston, United States. pp.260-264, ⟨10.1109/ictai.2017.00049⟩

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Towards a Semantic Search Engine for Scientific Articles

Bastien Latard , Jonathan Weber , Germain Forestier , Michel Hassenforder

International Conference on Theory and Practice of Digital Libraries (TPDL), Sep 2017, Thessaloniki, Greece. pp.608 - 611, ⟨10.1007/978-3-319-67008-9_54⟩

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Generating Synthetic Time Series to Augment Sparse Datasets

Germain Forestier , Francois Petitjean , Hoang Anh Dau , Geoffrey Webb , Eamonn Keogh

IEEE International Conference on Data Mining (ICDM), Nov 2017, New Orleans, United States. pp.865-870, ⟨10.1109/icdm.2017.106⟩

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Judicious Setting of Dynamic Time Warping's Window Width Allows More Accurate Classification of Time Series

Hoang Anh Dau , Diego Furtado Silva , Francois Petitjean , Germain Forestier , Anthony Bagnall et al.

IEEE International Conference on Big Data (Big Data), Dec 2017, Boston, United States. pp.917-922, ⟨10.1109/BigData.2017.8258009⟩

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Web usage prediction and recommendation using web session clustering

Vinh-Trung Luu , Germain Forestier , Mathis Ripken , Frederic Fondement , Pierre-Alain Muller

International Conference on Digital Information Management (ICDIM), Sep 2016, Porto, Portugal. pp.107-113, ⟨10.1109/icdim.2016.7829779⟩

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A Benchmark for Ontologies Merging Assessment

Mariem Mahfoudh , Germain Forestier , Michel Hassenforder

International Conference on Knowledge Science, Engineering and Management (KSEM), Oct 2016, Passau, Germany. pp.555 - 566, ⟨10.1007/978-3-319-47650-6_44⟩

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Efficient Region-based Classification for Whole Slide Images

Grégory Apou , Benoît Naegel , Germain Forestier , Friedrich Feuerhake , Cédric Wemmert

International Joint Conference on Computer Vision, Imaging and Computer Graphics, 5-8 january 2017, Lisbon, Portugal, Jan 2014, Lisbonne, Portugal. pp.239-256, ⟨10.1007/978-3-319-25117-2_15⟩

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Using Glocal Event Alignment for Comparing Sequences of Significantly Different Lengths

Vinh-Trung Luu , Mathis Ripken , Germain Forestier , Frédéric Fondement , Pierre-Alain Muller

Machine Learning and Data Mining in Pattern Recognition (MLDM), Jul 2016, New York City, United States. pp.58-72, ⟨10.1007/978-3-319-41920-6_5⟩

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Synthesizing whole slide images

Gregory Apou , Friedrich Feuerhake , Germain Forestier , Benoit Naegel , Cedric Wemmert

International Symposium on Image and Signal Processing and Analysis (ISPA), Sep 2015, Zagreb, France. pp.154-159, ⟨10.1109/ispa.2015.7306050⟩

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Web site audience segmentation using hybrid alignment techniques

Vinh-Trung Luu , Germain Forestier , Frederic Fondement , Pierre-Alain Muller

International Workshop on Pattern Mining and Application of Big Data, PAKDD, May 2015, Hô Chi Minh-Ville, Vietnam. pp.29-40, ⟨10.1007/978-3-319-25660-3_3⟩

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Fast segmentation for texture-based cartography of whole slide images

Grégory Apou , Benoit Naegel , Germain Forestier , Friedrich Feuerhake , Cédric Wemmert

International Conference on Computer Vision Theory and Applications (VISAPP), Jan 2014, Lisbon, Portugal. pp.309-319, ⟨10.5220/0004687403090319⟩

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Optimal Sub-Sequence Matching for the Automatic Prediction of Surgical Tasks

Germain Forestier , Francois Petitjean , Laurent Riffaud , Pierre Jannin

International Conference on Artificial Intelligence in Medicine (AIME), Jun 2015, Pavie, Italy. pp.123-132, ⟨10.1007/978-3-319-19551-3_15⟩

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Approche formelle de fusion d'ontologies à l'aide des grammaires de graphes typés

Mariem Mahfoudh , Germain Forestier , Laurent Thiry , Michel Hassenforder

Journées Francophones Extraction et Gestion des Connaissances (EGC)2014:Rennes, France, Jan 2014, Rennes, France. pp.565-568

Communication dans un congrès hal-04362588v1
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Dynamic Time Warping Averaging of Time Series allows Faster and more Accurate Classification

Francois Petitjean , Germain Forestier , Geoffrey Webb , Ann Nicholson , Yanping Chen et al.

IEEE International Conference on Data Mining (ICDM), Dec 2014, Shenzhen, China. pp.470-479, ⟨10.1109/ICDM.2014.27⟩

Communication dans un congrès hal-03811535v1
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Algebraic Graph Transformations for Merging Ontologies

Mariem Mahfoudh , Laurent Thiry , Germain Forestier , Michel Hassenforder

International Conference on Model and Data Engineering (MEDI), Sep 2022, Larnaca, Cyprus. pp.154 - 168, ⟨10.1007/978-3-319-11587-0_16⟩

Communication dans un congrès hal-03811545v1
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Adaptation consistante d'ontologie à l'aide des grammaires de graphes

Mariem Mahfoudh , Laurent Thiry , Germain Forestier , Michel Hassenforder

IC - 24èmes Journées francophones d'Ingénierie des Connaissances, Jul 2013, Lille, France

Communication dans un congrès hal-01104002v1
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Stain unmixing in brightfield multiplexed immunohistochemistry

Cedric Wemmert , Juliane M Kruger , Germain Forestier , Ludovic Sternberger , Friedrich Feuerhake et al.

IEEE International Conference on Image Processing (ICIP), Sep 2013, Melbourne, Australia. pp.1125-1129, ⟨10.1109/icip.2013.6738232⟩

Communication dans un congrès hal-03825906v1
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Analyzing the composition of cities using spatial clustering

Zechun Cao , Sujing Wang , Germain Forestier , Anne Puissant , Christoph F. Eick

ACM SIGKDD International Workshop on Urban Computing (UrbComp), Aug 2013, Chicago, United States. pp.1-8, ⟨10.1145/2505821.2505827⟩

Communication dans un congrès hal-04362585v1
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Consistent Ontologies Evolution Using Graph Grammars

Mariem Mahfoudh , Germain Forestier , Laurent Thiry , Michel Hassenforder

International Conference on Knowledge Science, Engineering and Management (KSEM), Aug 2013, Dalian, China. pp.64 - 75, ⟨10.1007/978-3-642-39787-5_6⟩

Communication dans un congrès hal-03825909v1
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Big Metamodels are Evil

Frédéric Fondement , Pierre-Alain Muller , Laurent Thiry , Brice Wittmann , Germain Forestier

ACM/IEEE International Conference on Model Driven Engineering Languages and Systems (MODELS), Sep 2013, Miami, United States. pp.138-153, ⟨10.1007/978-3-642-41533-3_9⟩

Communication dans un congrès hal-03825914v1
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Learning fuzzy rules to characterize objects of interest from remote sensing images

B. Belarte , C. Wemmert , G. Forestier , M. Grizonnet , C. Weber

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Jul 2013, Melbourne, France. ⟨10.1109/IGARSS.2013.6723453⟩

Communication dans un congrès hal-01888500v1

OntoVIP: an ontology for the annotation of object models used for medical image simulation

B. Gibaud , G. Forestier , H. Benoit-Cattin , F. Cervenansky , P. Clarysse et al.

IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology (HISB), Sep 2012, La Jolla, United States. pp.110, ⟨10.1109/HISB.2012.35⟩

Communication dans un congrès hal-00830912v1
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Multi-modality image simulation with the Virtual Imaging Platform: Illustration on cardiac echography and MRI

T. Glatard , A. Marion , H. Benoit-Cattin , S. Camarasu-Pop , P. Clarysse et al.

IEEE International Symposium on Biomedical Imaging (ISBI), May 2012, Barcelona, Spain. pp.98-101, ⟨10.1109/ISBI.2012.6235493⟩

Communication dans un congrès hal-00830243v1

Design of an ontology for the annotation of object models used for medical image simulation

B. Gibaud , G. Forestier , B. Benoit-Cattin , F. Cervenansky , P. Clarysse et al.

Nouvelles méthodologies en imagerie du vivant, Dec 2012, Lyon, France

Communication dans un congrès hal-00829556v1
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Clustering de séquences d'activités pour l'étude de procédures neurochirurgicales

Germain Forestier , Florent Lalys , Laurent Riffaud , Brivael Trelhu , Pierre Jannin

12e Conférence Internationale Francophone sur l'Extraction et la Gestion des Connaissances, Feb 2012, Bordeaux, France. pp.489-494

Communication dans un congrès inserm-00670007v1
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Assessment of surgical skills using Surgical Processes and Dynamic Time Warping

Germain Forestier , Florent Lalys , Laurent Riffaud , Brivael Trelhu , Pierre Jannin

M2CAI 2011 (MICCAI workshop) - Modelling and Monitoring of Computer-Assisted Intervention, Sep 2011, Toronto, Canada

Communication dans un congrès inserm-00617017v1
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Multi-modality medical image simulation of biological models with the Virtual Imaging Platform (VIP)

Adrien Marion , Germain Forestier , Hugues Benoit-Cattin , Sorina Camarasu-Pop , Patrick Clarysse et al.

International Symposium on Computer-Based Medical Systems (CBMS), Jun 2011, Bristol, United Kingdom. pp.1-6, ⟨10.1109/cbms.2011.5999141⟩

Communication dans un congrès hal-03813315v1
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Sharing object models for multi-modality medical image simulation: a semantic approach

G. Forestier , A. Marion , H. Benoit-Cattin , P. Clarysse , D. Friboulet et al.

International Symposium on Computer-Based Medical Systems (CBMS), 2011, Bristol, UK, United Kingdom. pp.1-6, ⟨10.1109/CBMS.2011.5999167⟩

Communication dans un congrès hal-01922169v1
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Analysing Satellite Image Time Series by means of Pattern Mining

François Petitjean , Pierre Gançarski , Florent Masseglia , Germain Forestier

International Conference on Intelligent Data Engineering and Automated Learning (IDEAL), Sep 2010, Paisley, United Kingdom. pp.45-52, ⟨10.1007/978-3-642-15381-5_6⟩

Communication dans un congrès hal-03813248v1
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Background Knowledge Integration in Clustering Using Purity Indexes

Germain Forestier , Cédric Wemmert , Pierre Gançarski

International Conference on Knowledge Science, Engineering and Management (KSEM), Sep 2010, Belfast, United Kingdom. pp.28 - 38, ⟨10.1007/978-3-642-15280-1_6⟩

Communication dans un congrès hal-03813327v1
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Towards conflict resolution in collaborative clustering

Germain Forestier , Cedric Wemmert , Pierre Gancarski

IEEE International Conference Intelligent Systems (IS), Jul 2010, London, United Kingdom. pp.361-366, ⟨10.1109/is.2010.5548343⟩

Communication dans un congrès hal-03813345v1
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Mining spectral libraries to study sensors' discrimination ability

Germain Forestier , Jordi Inglada , Cédric Wemmert , Pierre Gancarski

SPIE Europe Remote Sensing, Aug 2009, Berlin, Germany. ⟨10.1117/12.830392⟩

Communication dans un congrès hal-01887503v1
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An Evolutionary Approach for Ontology Driven Image Interpretation

Germain Forestier , Sébastien Derivaux , Cédric Wemmert , Pierre Gançarski

European Workshop on Evolutionary Computation in Image Analysis and Signal Processing, Jun 2008, Naples, Italy. pp.295-305, ⟨10.1007/978-3-540-78761-7_30⟩

Communication dans un congrès istex hal-04514827v1
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On Combining Unsupervised Classification and Ontology Knowledge

Germain Forestier , Cédric Wemmert , Pierre Gancarski

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Jul 2008, Boston, United States. ⟨10.1109/igarss.2008.4779741⟩

Communication dans un congrès hal-01887351v1
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Extraction de détecteurs d'objets urbains à partir d'une ontologie

Sébastien Derivaux , Germain Forestier , Cédric Wemmert , Sébastien Lefèvre

Journées Francophones Extraction et Gestion des Connaissances (EGC) Atelier Extraction de COnnaissance à partir d'Images (ECOI),, 2008, Sophia Antipolis, France

Communication dans un congrès hal-00516099v1
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Ontology-based Object Recognition for Remote Sensing Image Interpretation

Nicolas Durand , Sébastien Derivaux , Germain Forestier , Cédric Wemmert , Pierre Gancarski et al.

IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Oct 2007, Patras, Greece. pp.472-479, ⟨10.1109/ICTAI.2007.111⟩

Communication dans un congrès hal-01463170v2
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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
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Constrained Clustering: Current and New Trends

Pierre Gançarski , Thi-Bich-Hanh Dao , Bruno Crémilleux , Germain Forestier , Thomas Lampert

Pierre Marquis; Odile Papini; Henri Prade. A Guided Tour of Artificial Intelligence Research, 2, Springer, pp.447-484, 2020, 978-3-030-06167-8. ⟨10.1007/978-3-030-06167-8_14⟩

Chapitre d'ouvrage hal-02548212v1