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Germain Forestier

18
Documents
Identifiants chercheurs

Présentation

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

Publications

pierre-jannin
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Surgical data science – from concepts toward clinical translation

Lena Maier-Hein , Matthias Eisenmann , Duygu Sarikaya , Keno März , Toby Collins
Medical Image Analysis, 2022, 76, pp.102306. ⟨10.1016/j.media.2021.102306⟩
Article dans une revue hal-03515942v1
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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
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
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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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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Surgical motion analysis using discriminative interpretable patterns

Germain Forestier , François Petitjean , Pavel Senin , Fabien Despinoy , Arnaud Huaulmé
Artificial Intelligence in Medicine, 2018, 91, pp.3-11. ⟨10.1016/j.artmed.2018.08.002⟩
Article dans une revue hal-01880048v1
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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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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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Finding discriminative and interpretable patterns in sequences of surgical activities

Germain Forestier , François Petitjean , Pavel Senin , Laurent Riffaud , Pierre-Louis Hénaux
Artificial Intelligence in Medicine, 2017, 82, pp.11-19. ⟨10.1016/j.artmed.2017.09.002⟩
Article dans une revue hal-01639834v1
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Distinguishing surgical behavior by sequential pattern discovery

Arnaud Huaulmé , Sandrine Voros , Laurent Riffaud , Germain Forestier , Alexandre Moreau-Gaudry
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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Unsupervised Trajectory Segmentation for Surgical Gesture Recognition in Robotic Training

Fabien Despinoy , David Bouget , Germain Forestier , Cédric Penet , Nabil Zemiti
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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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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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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Multi-site study of surgical practice in neurosurgery based on surgical process models.

Germain Forestier , Florent Lalys , Laurent Riffaud , D. Louis Collins , Jurgen Meixensberger
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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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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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⟩
Communication dans un congrès hal-01618931v1
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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⟩
Communication dans un congrès hal-01262692v1
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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