Présentation

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Publications

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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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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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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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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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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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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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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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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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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

12e conférence sur les environnements informatiques pour l’apprentissage humain (Eiah) 2025, Association des technologies de l'information pour l'éducation et la formation (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⟩

Communication dans un congrès hal-04946870v1
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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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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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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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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

Communication dans un congrès hal-04219450v1
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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⟩

Communication dans un congrès hal-04143083v1
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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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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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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

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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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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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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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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⟩

Communication dans un congrès hal-03800248v1
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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⟩

Communication dans un congrès hal-03800292v1
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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⟩

Communication dans un congrès hal-03800377v1
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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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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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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⟩

Communication dans un congrès hal-03536043v1
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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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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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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⟩

Communication dans un congrès hal-03800512v1
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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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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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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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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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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⟩

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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⟩

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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⟩

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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⟩

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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⟩

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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⟩

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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

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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⟩

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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⟩

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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⟩

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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⟩

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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