Germain Forestier

According to our database, Germain Forestier authored at least 135 papers between 2007 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

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, Mahsa Salehi

ACM Comput. Surv., September, 2024

Correction: Estimating time series averages from latent space of multi-tasking neural networks.

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

Knowl. Inf. Syst., February, 2024

Look Into the LITE in Deep Learning for Time Series Classification.

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

CoRR, 2024

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

CoRR, 2024

The impact of data set similarity and diversity on transfer learning success in time series forecasting.

Claudia Ehrig, Catherine Cleophas, Germain Forestier

CoRR, 2024

Finding Foundation Models for Time Series Classification with a PreText Task.

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

Proceedings of the Trends and Applications in Knowledge Discovery and Data Mining, 2024

A Hands-on Introduction to Time Series Classification and Regression.

Anthony J. Bagnall, Matthew Middlehurst, Germain Forestier, Ali Ismail-Fawaz, Antoine Guillaume, David Guijo-Rubio, Chang Wei Tan, Angus Dempster, Geoffrey I. Webb

Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

Improving Urban Tree Species Classification with High Resolution Satellite Imagery and Machine Learning.

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

Proceedings of the IGARSS 2024, 2024

LITE: Light Inception avec des Techniques de Boosting pour la Classification de Séries Temporelles.

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

Proceedings of the Extraction et Gestion des Connaissances, 2024

Apprentissage profond pour la classification de séries temporelles.

Germain Forestier

Proceedings of the Extraction et Gestion des Connaissances, 2024

2023

Estimating time series averages from latent space of multi-tasking neural networks.

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

Knowl. Inf. Syst., November, 2023

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. Sens., January, 2023

An Approach to Multiple Comparison Benchmark Evaluations that is Stable Under Manipulation of the Comparate Set.

Ali Ismail-Fawaz, Angus Dempster, Chang Wei Tan, Matthieu Herrmann, Lynn Miller, Daniel F. Schmidt, Stefano Berretti, Jonathan Weber, Maxime Devanne, Germain Forestier, Geoffrey I. Webb

CoRR, 2023

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

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

Proceedings of the Joint Urban Remote Sensing Event, 2023

Enhancing Time Series Classification with Self-Supervised Learning.

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

Proceedings of the 15th International Conference on Agents and Artificial Intelligence, 2023

LITE: Light Inception with boosTing tEchniques for Time Series Classification.

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

Proceedings of the 10th IEEE International Conference on Data Science and Advanced Analytics, 2023

Comparison of deep learning architectures for colon cancer mutation detection.

Robin Heckenauer, Jonathan Weber, Cédric Wemmert, Caroline Truntzer, Valentin Derangère, François Ghiringhelli, Michel Hassenforder, Pierre-Alain Muller, Germain Forestier

Proceedings of the 36th IEEE International Symposium on Computer-Based Medical Systems, 2023

ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging.

Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier

Proceedings of the Advanced Analytics and Learning on Temporal Data, 2023

2022

Surgical data science - from concepts toward clinical translation.

Lena Maier-Hein, Matthias Eisenmann, Duygu Sarikaya, Keno März, Toby Collins, Anand Malpani, Johannes Fallert, Hubertus Feussner, Stamatia Giannarou, Pietro Mascagni, Hirenkumar Nakawala, Adrian Park, Carla M. Pugh, Danail Stoyanov, S. Swaroop Vedula, Kevin Cleary, Gabor Fichtinger, Germain Forestier, Bernard Gibaud, Teodor P. Grantcharov, Makoto Hashizume, Doreen Heckmann-Nötzel, Hannes Götz Kenngott, Ron Kikinis, Lars Mündermann, Nassir Navab, Sinan Onogur, Tobias Roß, Raphael Sznitman, Russell H. Taylor, Minu Dietlinde Tizabi, Martin Wagner, Gregory D. Hager, Thomas Neumuth, Nicolas Padoy, Justin Collins, Ines Gockel, Jan Goedeke, Daniel A. Hashimoto, Luc Joyeux, Kyle Lam, Daniel Richard Leff, Amin Madani, Hani J. Marcus, Ozanan R. Meireles, Alexander Seitel, Dogu Teber, Frank Ückert, Beat P. Müller-Stich, Pierre Jannin, Stefanie Speidel

Medical Image Anal., 2022

End-to-end deep representation learning for time series clustering: a comparative study.

Baptiste Lafabregue, Jonathan Weber, Pierre Gançarski, Germain Forestier

Data Min. Knowl. Discov., 2022

Weakly Supervised Learning using Attention gates for colon cancer histopathological image segmentation.

Amina Ben Hamida, Maxime Devanne, Jonathan Weber, Caroline Truntzer, Valentin Derangère, François Ghiringhelli, Germain Forestier, Cédric Wemmert

Artif. Intell. Medicine, 2022

Ensemble Clustering for Histopathological Images Segmentation using Convolutional Autoencoders.

Ilias Rmouque, Maxime Devanne, Jonathan Weber, Germain Forestier, Cédric Wemmert

Proceedings of the 17th International Joint Conference on Computer Vision, 2022

Smooth Perturbations for Time Series Adversarial Attacks.

Gautier Pialla, Hassan Ismail Fawaz, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Christoph Bergmeir, Daniel F. Schmidt, Geoffrey I. Webb, Germain Forestier

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2022

Deep Learning-Based Sentiment Analysis for Predicting Financial Movements.

Hadhami Mejbri, Mariem Mahfoudh, Germain Forestier

Proceedings of the Knowledge Science, Engineering and Management, 2022

Sentiment Analysis Based on Deep Learning in E-Commerce.

Ameni Chamekh, Mariem Mahfoudh, Germain Forestier

Proceedings of the Knowledge Science, Engineering and Management, 2022

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

Emel Ay, Maxime Devanne, Jonathan Weber, Germain Forestier

Proceedings of the International Joint Conference on Neural Networks, 2022

Deep Clustering Methods Study Applied to Satellite Images Time Series.

Baptiste Lafabregue, Anne Puissant, Jonathan Weber, Germain Forestier

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Incremental constrained clustering with application to remote sensing images time series.

Baptiste Lafabregue, Pierre Gançarski, Jonathan Weber, Germain Forestier

Proceedings of the IEEE International Conference on Data Mining Workshops, 2022

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

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

Proceedings of the IEEE International Conference on Big Data, 2022

Data Augmentation for Time Series Classification with Deep Learning Models.

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

Proceedings of the Advanced Analytics and Learning on Temporal Data, 2022

2021

An automatic framework for fusing information from differently stained consecutive digital whole slide images: A case study in renal histology.

Odyssée Merveille, Thomas Andrew Lampert, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert

Comput. Methods Programs Biomed., 2021

Deep learning for colon cancer histopathological images analysis.

Amina Ben Hamida, Maxime Devanne, Jonathan Weber, Caroline Truntzer, Valentin Derangère, François Ghiringhelli, Germain Forestier, Cédric Wemmert

Comput. Biol. Medicine, 2021

Ensemble classification of video-recorded crowd movements.

Mounir Bendali-Braham, Jonathan Weber, Germain Forestier, Lhassane Idoumghar, Pierre-Alain Muller

Proceedings of the 12th International Symposium on Image and Signal Processing and Analysis, 2021

Grad Centroid Activation Mapping for Convolutional Neural Networks.

Baptiste Lafabregue, Jonathan Weber, Pierre Gançarski, Germain Forestier

Proceedings of the 33rd IEEE International Conference on Tools with Artificial Intelligence, 2021

2020

Graph-based description of tertiary lymphoid organs at single-cell level.

Nadine S. Schaadt, Ralf Schönmeyer, Germain Forestier, Nicolas Brieu, Peter Braubach, Katharina Nekolla, Michael Meyer-Hermann, Friedrich Feuerhake

PLoS Comput. Biol., 2020

InceptionTime: Finding AlexNet for time series classification.

Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean

Data Min. Knowl. Discov., 2020

Surgical Data Science - from Concepts to Clinical Translation.

Lena Maier-Hein, Matthias Eisenmann, Duygu Sarikaya, Keno März, Toby Collins, Anand Malpani, Johannes Fallert, Hubertus Feussner, Stamatia Giannarou, Pietro Mascagni, Hirenkumar Nakawala, Adrian Park, Carla M. Pugh, Danail Stoyanov, S. Swaroop Vedula, Beat Peter Müller-Stich, Kevin Cleary, Gabor Fichtinger, Germain Forestier, Bernard Gibaud, Teodor P. Grantcharov, Makoto Hashizume, Hannes Kenngott, Ron Kikinis, Lars Mündermann, Nassir Navab, Sinan Onogur, Raphael Sznitman, Russell H. Taylor, Minu Dietlinde Tizabi, Martin Wagner, Gregory D. Hager, Thomas Neumuth, Nicolas Padoy, Pierre Jannin, Stefanie Speidel

CoRR, 2020

An automatic framework to study the tissue micro-environment of renal glomeruli in differently stained consecutive digital whole slide images.

Odyssée Merveille, Thomas Andrew Lampert, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert

CoRR, 2020

A review of alignment based similarity measures for web usage mining.

Vinh-Trung Luu, Germain Forestier, Jonathan Weber, Paul Bourgeois, Fahima Djelil, Pierre-Alain Muller

Artif. Intell. Rev., 2020

Neural Architecture Search for Time Series Classification.

Hojjat Rakhshani, Hassan Ismail Fawaz, Lhassane Idoumghar, Germain Forestier, Julien Lepagnot, Jonathan Weber, Mathieu Brévilliers, Pierre-Alain Muller

Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

Time Series Averaging Using Multi-Tasking Autoencoder.

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

Proceedings of the 32nd IEEE International Conference on Tools with Artificial Intelligence, 2020

Knowledge-Based Categorization of Scientific Articles for Similarity Predictions.

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

Proceedings of the Digital Libraries for Open Knowledge, 2020

Automated Machine Learning for Information Retrieval in Scientific Articles.

Hojjat Rakhshani, Bastien Latard, Mathieu Brévilliers, Jonathan Weber, Julien Lepagnot, Germain Forestier, Michel Hassenforder, Lhassane Idoumghar

Proceedings of the IEEE Congress on Evolutionary Computation, 2020

Real-Time Detection of Glomeruli in Renal Pathology.

Robin Heckenauer, Jonathan Weber, Cédric Wemmert, Friedrich Feuerhake, Michel Hassenforder, Pierre-Alain Muller, Germain Forestier

Proceedings of the 33rd IEEE International Symposium on Computer-Based Medical Systems, 2020

Constrained Clustering: Current and New Trends.

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

Proceedings of the A Guided Tour of Artificial Intelligence Research: Volume II: AI Algorithms, 2020

2019

Crowdsourcing of Histological Image Labeling and Object Delineation by Medical Students.

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

IEEE Trans. Medical Imaging, 2019

Deep learning for time series classification: a review.

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

Data Min. Knowl. Discov., 2019

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

Int. J. Comput. Assist. Radiol. Surg., 2019

Deep Constrained Clustering applied to Satellite Image Time Series.

Baptiste Lafabregue, Jonathan Weber, Pierre Gançarski, Germain Forestier

Proceedings of MACLEAN: MAChine Learning for EArth ObservatioN Workshop co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2019), 2019

Strategies for Training Stain Invariant CNNS.

Thomas Andrew Lampert, Odyssée Merveille, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert

Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

Transfer learning for the classification of video-recorded crowd movements.

Mounir Bendali-Braham, Jonathan Weber, Germain Forestier, Lhassane Idoumghar, Pierre-Alain Muller

Proceedings of the 11th International Symposium on Image and Signal Processing and Analysis, 2019

Adversarial Attacks on Deep Neural Networks for Time Series Classification.

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

Proceedings of the International Joint Conference on Neural Networks, 2019

Deep Neural Network Ensembles for Time Series Classification.

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

Proceedings of the International Joint Conference on Neural Networks, 2019

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

Proceedings of the Extraction et Gestion des connaissances, 2019

Automatic Alignment of Surgical Videos Using Kinematic Data.

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

Proceedings of the Artificial Intelligence in Medicine, 2019

2018

Constrained distance based clustering for time-series: a comparative and experimental study.

Thomas Andrew Lampert, Thi-Bich-Hanh Dao, Baptiste Lafabregue, Nicolas Serrette, Germain Forestier, Bruno Crémilleux, Christel Vrain, Pierre Gançarski

Data Min. Knowl. Discov., 2018

Optimizing dynamic time warping's window width for time series data mining applications.

Hoang Anh Dau, Diego Furtado Silva, François Petitjean, Germain Forestier, Anthony J. Bagnall, Abdullah Mueen, Eamonn J. Keogh

Data Min. Knowl. Discov., 2018

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

CoRR, 2018

Surgical Data Science: A Consensus Perspective.

Lena Maier-Hein, Matthias Eisenmann, Carolin Feldmann, Hubertus Feussner, Germain Forestier, Stamatia Giannarou, Bernard Gibaud, Gregory D. Hager, Makoto Hashizume, Darko Katic, Hannes Kenngott, Ron Kikinis, Michael Kranzfelder, Anand Malpani, Keno März, Beat P. Müller-Stich, Nassir Navab, Thomas Neumuth, Nicolas Padoy, Adrian Park, Carla M. Pugh, Nicolai Schoch, Danail Stoyanov, Russell H. Taylor, Martin Wagner, S. Swaroop Vedula, Pierre Jannin, Stefanie Speidel

CoRR, 2018

On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error.

Nayyar Abbas Zaidi, Geoffrey I. Webb, François Petitjean, Germain Forestier

CoRR, 2018

Sequential surgical signatures in micro-suturing task.

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

Int. J. Comput. Assist. Radiol. Surg., 2018

Toward a standard ontology of surgical process models.

Bernard Gibaud, Germain Forestier, Carolin Feldmann, Giancarlo Ferrigno, Paulo J. S. Gonçalves, Tamás Haidegger, Chantal Julliard, Darko Katic, Hannes Kenngott, Lena Maier-Hein, Keno März, Elena De Momi, Dénes Ákos Nagy, Hirenkumar Nakawala, Juliane Neumann, Thomas Neumuth, Javier Rojas Balderrama, Stefanie Speidel, Martin Wagner, Pierre Jannin

Int. J. Comput. Assist. Radiol. Surg., 2018

Surgical skills: Can learning curves be computed from recordings of surgical activities?

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

Int. J. Comput. Assist. Radiol. Surg., 2018

Evaluation of contactless human-machine interface for robotic surgical training.

Fabien Despinoy, Nabil Zemiti, Germain Forestier, L. Alonso Sanchez, Pierre Jannin, Philippe Poignet

Int. J. Comput. Assist. Radiol. Surg., 2018

Surgical motion analysis using discriminative interpretable patterns.

Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Arnaud Huaulmé, Hassan Ismail Fawaz, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Pierre Jannin

Artif. Intell. Medicine, 2018

Efficient search of the best warping window for Dynamic Time Warping.

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

Proceedings of the 2018 SIAM International Conference on Data Mining, 2018

Role of Task Complexity and Training in Crowdsourced Image Annotation.

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

Proceedings of the Computational Pathology and Ophthalmic Medical Image Analysis, 2018

Evaluating Surgical Skills from Kinematic Data Using Convolutional Neural Networks.

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

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, 2018

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

Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder

Proceedings of the Extraction et Gestion des Connaissances, 2018

Transfer learning for time series classification.

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

Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

2017

Distinguishing surgical behavior by sequential pattern discovery.

Arnaud Huaulmé, Sandrine Voros, Laurent Riffaud, Germain Forestier, Alexandre Moreau-Gaudry, Pierre Jannin

J. Biomed. Informatics, 2017

Surgical Data Science: Enabling Next-Generation Surgery.

Lena Maier-Hein, S. Swaroop Vedula, Stefanie Speidel, Nassir Navab, Ron Kikinis, Adrian Park, Matthias Eisenmann, Hubertus Feussner, Germain Forestier, Stamatia Giannarou, Makoto Hashizume, Darko Katic, Hannes Kenngott, Michael Kranzfelder, Anand Malpani, Keno März, Thomas Neumuth, Nicolas Padoy, Carla M. Pugh, Nicolai Schoch, Danail Stoyanov, Russell H. Taylor, Martin Wagner, Gregory D. Hager, Pierre Jannin

CoRR, 2017

Finding discriminative and interpretable patterns in sequences of surgical activities.

Germain Forestier, François Petitjean, Pavel Senin, Laurent Riffaud, Pierre-Louis Hénaux, Pierre Jannin

Artif. Intell. Medicine, 2017

Automatic matching of surgeries to predict surgeons' next actions.

Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin

Artif. Intell. Medicine, 2017

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

Maja Temerinac-Ott, Germain Forestier, Jessica Schmitz, Meyke Hermsen, J. H. Braseni, Friedrich Feuerhake, Cédric Wemmert

Proceedings of the 10th International Symposium on Image and Signal Processing and Analysis, 2017

Using Semantic Relations between Keywords to Categorize Articles from Scientific Literature.

Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder

Proceedings of the 29th IEEE International Conference on Tools with Artificial Intelligence, 2017

Generating Synthetic Time Series to Augment Sparse Datasets.

Germain Forestier, François Petitjean, Hoang Anh Dau, Geoffrey I. Webb, Eamonn J. Keogh

Proceedings of the 2017 IEEE International Conference on Data Mining, 2017

Towards a Semantic Search Engine for Scientific Articles.

Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder

Proceedings of the Research and Advanced Technology for Digital Libraries, 2017

Judicious setting of Dynamic Time Warping's window width allows more accurate classification of time series.

Hoang Anh Dau, Diego Furtado Silva, François Petitjean, Germain Forestier, Anthony J. Bagnall, Eamonn J. Keogh

Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017

Discovering Discriminative and Interpretable Patterns for Surgical Motion Analysis.

Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Pierre Jannin

Proceedings of the Artificial Intelligence in Medicine, 2017

2016

Comment fusionner des ontologies avec la réécriture de graphes ?

Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder

Tech. Sci. Informatiques, 2016

Unsupervised Trajectory Segmentation for Surgical Gesture Recognition in Robotic Training.

Fabien Despinoy, David Bouget, Germain Forestier, Cédric Penet, Nabil Zemiti, Philippe Poignet, Pierre Jannin

IEEE Trans. Biomed. Eng., 2016

Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm.

François Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh

Knowl. Inf. Syst., 2016

Semi-supervised learning using multiple clusterings with limited labeled data.

Germain Forestier, Cédric Wemmert

Inf. Sci., 2016

Detection of lobular structures in normal breast tissue.

Grégory Apou, Nadine S. Schaadt, Benoît Naegel, Germain Forestier, Ralf Schönmeyer, Friedrich Feuerhake, Cédric Wemmert, Anne Grote

Comput. Biol. Medicine, 2016

Using Glocal Event Alignment for Comparing Sequences of Significantly Different Lengths.

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

Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2016

A Benchmark for Ontologies Merging Assessment.

Mariem Mahfoudh, Germain Forestier, Michel Hassenforder

Proceedings of the Knowledge Science, Engineering and Management, 2016

Web usage prediction and recommendation using web session clustering.

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

Proceedings of the Eleventh International Conference on Digital Information Management, 2016

2015

Algebraic graph transformations for formalizing ontology changes and evolving ontologies.

Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder

Knowl. Based Syst., 2015

Automatic phase prediction from low-level surgical activities.

Germain Forestier, Laurent Riffaud, Pierre Jannin

Int. J. Comput. Assist. Radiol. Surg., 2015

Web Site Audience Segmentation Using Hybrid Alignment Techniques.

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

Proceedings of the Trends and Applications in Knowledge Discovery and Data Mining, 2015

Synthesizing whole slide images.

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

Proceedings of the 9th International Symposium on Image and Signal Processing and Analysis, 2015

Une nouvelle formalisation des changements ontologiques composés et complexes.

Mariem Mahfoudh, Laurent Thiry, Germain Forestier, Michel Hassenforder

Proceedings of the 15èmes Journées Francophones Extraction et Gestion des Connaissances, 2015

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

Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin

Proceedings of the Artificial Intelligence in Medicine, 2015

2014

Domain-specific summarization of Life-Science e-experiments from provenance traces.

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

J. Web Semant., 2014

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

Bernard Gibaud, Germain Forestier, Hugues Benoit-Cattin, Frederic Cervenansky, Patrick Clarysse, Denis Friboulet, Alban Gaignard, Patrick Hugonnard, Carole Lartizien, Hervé Liebgott, Johan Montagnat, Joachim Tabary, Tristan Glatard

J. Biomed. Informatics, 2014

Non-linear temporal scaling of surgical processes.

Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin

Artif. Intell. Medicine, 2014

Efficient Region-based Classification for Whole Slide Images.

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

Proceedings of the Computer Vision, Imaging and Computer Graphics - Theory and Applications, 2014

Fast Segmentation for Texture-based Cartography of whole Slide Images.

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

Proceedings of the VISAPP 2014, 2014

Algebraic Graph Transformations for Merging Ontologies.

Mariem Mahfoudh, Laurent Thiry, Germain Forestier, Michel Hassenforder

Proceedings of the Model and Data Engineering - 4th International Conference, 2014

Dynamic Time Warping Averaging of Time Series Allows Faster and More Accurate Classification.

François Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh

Proceedings of the 2014 IEEE International Conference on Data Mining, 2014

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

Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder

Proceedings of the 14èmes Journées Francophones Extraction et Gestion des Connaissances, 2014

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

Proceedings of the Fouille de Données Complexes, 2014, 2014

2013

A Virtual Imaging Platform for Multi-Modality Medical Image Simulation.

Tristan Glatard, Carole Lartizien, Bernard Gibaud, Rafael Ferreira da Silva, Germain Forestier, Frederic Cervenansky, Martino Alessandrini, Hugues Benoit-Cattin, Olivier Bernard, Sorina Camarasu-Pop, Nadia Cerezo, Patrick Clarysse, Alban Gaignard, Patrick Hugonnard, Hervé Liebgott, Simon Marache, Adrien Marion, Johan Montagnat, Joachim Tabary, Denis Friboulet

IEEE Trans. Medical Imaging, 2013

Multi-site study of surgical practice in neurosurgery based on surgical process models.

Germain Forestier, Florent Lalys, Laurent Riffaud, D. Louis Collins, Jürgen Meixensberger, Shafik N. Wassef, Thomas Neumuth, Benoît Goulet, Pierre Jannin

J. Biomed. Informatics, 2013

Coastal image interpretation using background knowledge and semantics.

Germain Forestier, Cédric Wemmert, Anne Puissant

Comput. Geosci., 2013

Big Metamodels Are Evil - Package Unmerge - A Technique for Downsizing Metamodels.

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

Proceedings of the Model-Driven Engineering Languages and Systems, 2013

Consistent Ontologies Evolution Using Graph Grammars.

Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder

Proceedings of the Knowledge Science, Engineering and Management, 2013

Analyzing the composition of cities using spatial clustering.

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

Proceedings of the 2nd ACM SIGKDD International Workshop on Urban Computing, 2013

Learning fuzzy rules to characterize objects of interest from remote sensing images.

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

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Stain unmixing in brightfield multiplexed immunohistochemistry.

Cédric Wemmert, Juliane M. Kruger, Germain Forestier, Ludovic Sternberger, Friedrich Feuerhake, Pierre Gançarski

Proceedings of the IEEE International Conference on Image Processing, 2013

Adaptation consistante d'ontologies à l'aide des grammaires de graphes.

Mariem Mahfoudh, Laurent Thiry, Germain Forestier, Michel Hassenforder

Proceedings of the IC 2013 : 24es Journées francophones d'Ingénierie des Connaissances (Proceedings of the 24th French Knowledge Engineering Conference), 2013

2012

Knowledge-based region labeling for remote sensing image interpretation.

Germain Forestier, Anne Puissant, Cédric Wemmert, Pierre Gançarski

Comput. Environ. Urban Syst., 2012

Classification of surgical processes using dynamic time warping.

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

J. Biomed. Informatics, 2012

Multi-modality image simulation with the Virtual Imaging Platform: Illustration on cardiac echography and MRI.

Tristan Glatard, Adrien Marion, Hugues Benoit-Cattin, Sorina Camarasu-Pop, Patrick Clarysse, Rafael Ferreira da Silva, Germain Forestier, Bernard Gibaud, Carole Lartizien, Hervé Liebgott, Kévin Moulin, Denis Friboulet

Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Clustering de séquences d'activités pour l'étude de procédures neurochirurgicales.

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

Proceedings of the Extraction et gestion des connaissances (EGC'2012), Actes, janvier 31, 2012

2011

SLEMC : Apprentissage semi-supervisé enrichi par de multiples clusterings.

Cédric Wemmert, Germain Forestier

Proceedings of the Fouille de données complexes. Complexité liée aux données multiples, 2011

Discovering Significant Evolution Patterns from Satellite Image Time Series.

François Petitjean, Florent Masseglia, Pierre Gançarski, Germain Forestier

Int. J. Neural Syst., 2011

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, Rafael Ferreira da Silva, Bernard Gibaud, Tristan Glatard, Patrick Hugonnard, Carole Lartizien, Hervé Liebgott, Svenja Specovius, Joachim Tabary, Sébastien Valette, Denis Friboulet

Proceedings of the 24th IEEE International Symposium on Computer-Based Medical Systems, 2011

Sharing object models for multi-modality medical image simulation: A semantic approach.

Germain Forestier, Adrien Marion, Hugues Benoit-Cattin, Patrick Clarysse, Denis Friboulet, Tristan Glatard, Patrick Hugonnard, Carole Lartizien, Hervé Liebgott, Joachim Tabary, Bernard Gibaud

Proceedings of the 24th IEEE International Symposium on Computer-Based Medical Systems, 2011

2010

Supervised image segmentation using watershed transform, fuzzy classification and evolutionary computation.

Sébastien Derivaux, Germain Forestier, Cédric Wemmert, Sébastien Lefèvre

Pattern Recognit. Lett., 2010

Collaborative clustering with background knowledge.

Germain Forestier, Pierre Gançarski, Cédric Wemmert

Data Knowl. Eng., 2010

Background Knowledge Integration in Clustering Using Purity Indexes.

Germain Forestier, Cédric Wemmert, Pierre Gançarski

Proceedings of the Knowledge Science, 2010

Towards conflict resolution in collaborative clustering.

Germain Forestier, Cédric Wemmert, Pierre Gançarski

Proceedings of the 5th IEEE International Conference on Intelligent Systems, 2010

Analysing Satellite Image Time Series by Means of Pattern Mining.

François Petitjean, Pierre Gançarski, Florent Masseglia, Germain Forestier

Proceedings of the Intelligent Data Engineering and Automated Learning, 2010

Comparaison de critères de pureté pour l'intégration de connaissances en clustering semi-supervisé.

Germain Forestier, Cédric Wemmert, Pierre Gançarski

Proceedings of the Extraction et gestion des connaissances (EGC'2010), 2010

2009

Improving Supervised Learning with Multiple Clusterings.

Cédric Wemmert, Germain Forestier, Sébastien Derivaux

Proceedings of the Applications of Supervised and Unsupervised Ensemble Methods, 2009

Multiresolution Remote Sensing Image Clustering.

Cédric Wemmert, Anne Puissant, Germain Forestier, Pierre Gançarski

IEEE Geosci. Remote. Sens. Lett., 2009

Mining Multiple Satellite Sensor Data Using Collaborative Clustering.

Germain Forestier, Cédric Wemmert, Pierre Gançarski, Jordi Inglada

Proceedings of the ICDM Workshops 2009, 2009

2008

Multisource Images Analysis Using Collaborative Clustering.

Germain Forestier, Cédric Wemmert, Pierre Gançarski

EURASIP J. Adv. Signal Process., 2008

On Combining Unsupervised Classification and Ontology Knowledge.

Germain Forestier, Cédric Wemmert, Pierre Gançarski

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Semi-supervised Collaborative Clustering with Partial Background Knowledge.

Germain Forestier, Cédric Wemmert, Pierre Gançarski

Proceedings of the Workshops Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008

Interprétation d'images basée sur une approche évolutive guidée par une ontologie.

Germain Forestier, Sébastien Derivaux, Cédric Wemmert, Pierre Gançarski

Proceedings of the Extraction et gestion des connaissances (EGC'2008), 2008

An Evolutionary Approach for Ontology Driven Image Interpretation.

Germain Forestier, Sébastien Derivaux, Cédric Wemmert, Pierre Gançarski

Proceedings of the Applications of Evolutionary Computing, 2008

2007

Ontology-Based Object Recognition for Remote Sensing Image Interpretation.

Nicolas Durand, Sébastien Derivaux, Germain Forestier, Cédric Wemmert, Pierre Gançarski, Omar Boussaid, Anne Puissant

Proceedings of the 19th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2007), 2007