Germain Forestier

173 papers A* 3A 2B 23C 13Journal 78Unranked 48

Year	Rank	Type	Title / Venue / Authors
2026	—	`conf`	Adaptive Structured Pruning of Convolutional Neural Networks for Time Series Classification. ICAART (4) Javidan Abdullayev, Maxime Devanne, Cyril Meyer, Ali Ismail-Fawaz, Jonathan Weber, Germain Forestier
2026	J	`jnl`	Adaptive Structured Pruning of Convolutional Neural Networks for Time Series Classification. CoRR Javidan Abdullayev, Maxime Devanne, Cyril Meyer, Ali Ismail-Fawaz, Jonathan Weber, Germain Forestier
2026	J	`jnl`	Enhancing Time Series Classification with Diversity-Driven Neural Network Ensembles. CoRR Javidan Abdullayev, Maxime Devanne, Cyril Meyer, Ali Ismail-Fawaz, Jonathan Weber, Germain Forestier
2026	J	`jnl`	The Multiverse of Time Series Machine Learning: an Archive for Multivariate Time Series Classification. CoRR Matthew Middlehurst, Aiden Rushbrooke, Ali Ismail-Fawaz, Maxime Devanne, Germain Forestier, Angus Dempster, Geoffrey I. Webb, Christopher Holder, Anthony J. Bagnall
2025	—	`conf`	A Comparative Study of CNNs and Vision-Language Models for Chart Image Classification. ICAART (2) Bruno Côme, Maxime Devanne, Jonathan Weber, Germain Forestier
2025	—	`conf`	A Deep Dive into Alternatives to the Global Average Pooling for Time Series Classification. AALTD@ECML/PKDD Cyril Meyer, Ali Ismail-Fawaz, Maxime Devanne, Jonathan Weber, Germain Forestier
2025	J	`jnl`	A geometric and deep learning reproducible pipeline for monitoring floating anthropogenic debris in urban rivers using in situ cameras. CoRR Gauthier Grimmer, Romain Wenger, Clément Flint, Germain Forestier, Gilles Rixhon, Valentin Chardon
2025	B	`conf`	Automated Coding of French Emergency Calls Using BERT. CBMS Samuel Lebot, Joris Muller, Sébastien Harscoat, Delphine Bernhard, Germain Forestier, Cédric Wemmert
2025	J	`jnl`	Automatic detection of in-stream river wood from random forest machine learning and exogenous indices using very high-resolution aerial imagery. Environ. Model. Softw. Gauthier Grimmer, Romain Wenger, Germain Forestier, Valentin Chardon
2025	J	`jnl`	Deep Learning for Skeleton Based Human Motion Rehabilitation Assessment: A Benchmark. CoRR Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2025	C	`conf`	Deep Neural Network Architectures for Advanced Hiking Map Generation. ICPRAM Olivier Schirm, Maxime Devanne, Jonathan Weber, Arnaud Lecus, Germain Forestier, Cédric Wemmert
2025	B	`conf`	Enhancing Time Series Classification with Diversity-Driven Neural Network Ensembles. IJCNN Javidan Abdullayev, Maxime Devanne, Cyril Meyer, Ali Ismail-Fawaz, Jonathan Weber, Germain Forestier
2025	J	`jnl`	Establishing a unified evaluation framework for human motion generation: A comparative analysis of metrics. Comput. Vis. Image Underst. Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2025	J	`jnl`	Failure Risk Prediction in a MOOC: A Multivariate Time Series Analysis Approach. CoRR Anass El Ayady, Maxime Devanne, Germain Forestier, Nour El Mawas
2025	J	`jnl`	Look into the LITE in deep learning for time series classification. Int. J. Data Sci. Anal. Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2025	—	`conf`	Re-framing Time Series Augmentation Through the Lens of Generative Models. AALTD@ECML/PKDD Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2025	—	`conf`	Time Series Machine Learning with Aeon: Classification and Regression. ECML/PKDD (10) Matthew Middlehurst, Anthony J. Bagnall, Germain Forestier, Ali Ismail-Fawaz, Antoine Guillaume
2025	J	`jnl`	Time series adversarial attacks: an investigation of smooth perturbations and defense approaches. Int. J. Data Sci. Anal. Gautier Pialla, Hassan Ismail Fawaz, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Christoph Bergmeir, Daniel F. Schmidt, Geoffrey I. Webb, Germain Forestier
2025	—	`conf`	Urban trees species classification using Sentinel-2 and Planetscope satellite image time series. JURSE Marie Latil, Romain Wenger, David Michéa, Germain Forestier, Anne Puissant
2024	A*	`conf`	A Hands-on Introduction to Time Series Classification and Regression. KDD Anthony J. Bagnall, Matthew Middlehurst, Germain Forestier, Ali Ismail-Fawaz, Antoine Guillaume, David Guijo-Rubio, Chang Wei Tan, Angus Dempster, Geoffrey I. Webb
2024	—	`conf`	A Supervised Variational Auto-encoder for Human Motion Generation Using Convolutional Neural Networks. ICPRAI (2) Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2024	—	`conf`	Apprentissage profond pour la classification de séries temporelles. EGC Germain Forestier
2024	B	`conf`	COCALITE: A Hybrid Model COmbining CAtch22 and LITE for Time Series Classification. IEEE Big Data Oumaima Badi, Maxime Devanne, Ali Ismail-Fawaz, Javidan Abdullayev, Vincent Lemaire, Stefano Berretti, Jonathan Weber, Germain Forestier
2024	J	`jnl`	Correction: Estimating time series averages from latent space of multi-tasking neural networks. Knowl. Inf. Syst. Tsegamlak Terefe Debella, Maxime Devanne, Jonathan Weber, Dereje Hailemariam Woldegebreal, Germain Forestier
2024	J	`jnl`	Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey. ACM Comput. Surv. Navid Mohammadi Foumani, Lynn Miller, Chang Wei Tan, Geoffrey I. Webb, Germain Forestier, Mahsa Salehi
2024	J	`jnl`	Establishing a Unified Evaluation Framework for Human Motion Generation: A Comparative Analysis of Metrics. CoRR Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2024	—	`conf`	Finding Foundation Models for Time Series Classification with a PreText Task. PAKDD (Workshops) Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2024	C	`conf`	Improving Urban Tree Species Classification with High Resolution Satellite Imagery and Machine Learning. IGARSS Romain Wenger, Clément Bressant, Lucie Roettele, Germain Forestier, Anne Puissant
2024	—	`conf`	LITE: Light Inception avec des Techniques de Boosting pour la Classification de Séries Temporelles. EGC Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2024	J	`jnl`	Look Into the LITE in Deep Learning for Time Series Classification. CoRR Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2024	J	`jnl`	The impact of data set similarity and diversity on transfer learning success in time series forecasting. CoRR Claudia Ehrig, Catherine Cleophas, Germain Forestier
2024	—	`conf`	Weighted Average of Human Motion Sequences for Improving Rehabilitation Assessment. AALTD@ECML/PKDD Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2023	J	`jnl`	An Approach to Multiple Comparison Benchmark Evaluations that is Stable Under Manipulation of the Comparate Set. CoRR 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
2023	B	`conf`	Comparison of deep learning architectures for colon cancer mutation detection. CBMS Robin Heckenauer, Jonathan Weber, Cédric Wemmert, Caroline Truntzer, Valentin Derangère, François Ghiringhelli, Michel Hassenforder, Pierre-Alain Muller, Germain Forestier
2023	J	`jnl`	Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey. CoRR Seyed Navid Mohammadi Foumani, Lynn Miller, Chang Wei Tan, Geoffrey I. Webb, Germain Forestier, Mahsa Salehi
2023	—	`conf`	Enhancing Time Series Classification with Self-Supervised Learning. ICAART (3) Ali Ismail-Fawaz, Maxime Devanne, Jonathan Weber, Germain Forestier
2023	J	`jnl`	Estimating time series averages from latent space of multi-tasking neural networks. Knowl. Inf. Syst. Tsegamlak Terefe, Maxime Devanne, Jonathan Weber, Dereje Hailemariam, Germain Forestier
2023	—	`conf`	Exploring inference of a land use and land cover model trained on MultiSenGE dataset. JURSE Romain Wenger, Anne Puissant, Jonathan Weber, Lhassane Idoumghar, Germain Forestier
2023	J	`jnl`	Finding Foundation Models for Time Series Classification with a PreText Task. CoRR Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2023	B	`conf`	LITE: Light Inception with boosTing tEchniques for Time Series Classification. DSAA Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier
2023	J	`jnl`	Multimodal and Multitemporal Land Use/Land Cover Semantic Segmentation on Sentinel-1 and Sentinel-2 Imagery: An Application on a MultiSenGE Dataset. Remote. Sens. Romain Wenger, Anne Puissant, Jonathan Weber, Lhassane Idoumghar, Germain Forestier
2023	—	`conf`	ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging. AALTD@ECML/PKDD Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier
2023	J	`jnl`	ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging. CoRR Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier
2022	B	`conf`	A study of Knowledge Distillation in Fully Convolutional Network for Time Series Classification. IJCNN Emel Ay, Maxime Devanne, Jonathan Weber, Germain Forestier
2022	—	`conf`	Data Augmentation for Time Series Classification with Deep Learning Models. AALTD@ECML/PKDD Gautier Pialla, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Germain Forestier
2022	C	`conf`	Deep Clustering Methods Study Applied to Satellite Images Time Series. IGARSS Baptiste Lafabregue, Anne Puissant, Jonathan Weber, Germain Forestier
2022	B	`conf`	Deep Learning For Time Series Classification Using New Hand-Crafted Convolution Filters. IEEE Big Data Ali Ismail-Fawaz, Maxime Devanne, Jonathan Weber, Germain Forestier
2022	—	`conf`	Deep Learning-Based Sentiment Analysis for Predicting Financial Movements. KSEM (2) Hadhami Mejbri, Mariem Mahfoudh, Germain Forestier
2022	J	`jnl`	End-to-end deep representation learning for time series clustering: a comparative study. Data Min. Knowl. Discov. Baptiste Lafabregue, Jonathan Weber, Pierre Gançarski, Germain Forestier
2022	—	`conf`	Ensemble Clustering for Histopathological Images Segmentation using Convolutional Autoencoders. VISIGRAPP (4: VISAPP) Ilias Rmouque, Maxime Devanne, Jonathan Weber, Germain Forestier, Cédric Wemmert
2022	—	`conf`	Incremental constrained clustering with application to remote sensing images time series. ICDM (Workshops) Baptiste Lafabregue, Pierre Gançarski, Jonathan Weber, Germain Forestier
2022	—	`conf`	Sentiment Analysis Based on Deep Learning in E-Commerce. KSEM (2) Ameni Chamekh, Mariem Mahfoudh, Germain Forestier
2022	—	`conf`	Smooth Perturbations for Time Series Adversarial Attacks. PAKDD (1) Gautier Pialla, Hassan Ismail Fawaz, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Christoph Bergmeir, Daniel F. Schmidt, Geoffrey I. Webb, Germain Forestier
2022	J	`jnl`	Surgical data science - from concepts toward clinical translation. Medical Image Anal. 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
2022	J	`jnl`	Weakly Supervised Learning using Attention gates for colon cancer histopathological image segmentation. Artif. Intell. Medicine Amina Ben Hamida, Maxime Devanne, Jonathan Weber, Caroline Truntzer, Valentin Derangère, François Ghiringhelli, Germain Forestier, Cédric Wemmert
2021	J	`jnl`	An automatic framework for fusing information from differently stained consecutive digital whole slide images: A case study in renal histology. Comput. Methods Programs Biomed. Odyssée Merveille, Thomas Andrew Lampert, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert
2021	J	`jnl`	Deep learning for colon cancer histopathological images analysis. Comput. Biol. Medicine Amina Ben Hamida, Maxime Devanne, Jonathan Weber, Caroline Truntzer, Valentin Derangère, François Ghiringhelli, Germain Forestier, Cédric Wemmert
2021	C	`conf`	Ensemble classification of video-recorded crowd movements. ISPA Mounir Bendali-Braham, Jonathan Weber, Germain Forestier, Lhassane Idoumghar, Pierre-Alain Muller
2021	B	`conf`	Grad Centroid Activation Mapping for Convolutional Neural Networks. ICTAI Baptiste Lafabregue, Jonathan Weber, Pierre Gançarski, Germain Forestier
2020	J	`jnl`	A review of alignment based similarity measures for web usage mining. Artif. Intell. Rev. Vinh-Trung Luu, Germain Forestier, Jonathan Weber, Paul Bourgeois, Fahima Djelil, Pierre-Alain Muller
2020	J	`jnl`	An automatic framework to study the tissue micro-environment of renal glomeruli in differently stained consecutive digital whole slide images. CoRR Odyssée Merveille, Thomas Andrew Lampert, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert
2020	B	`conf`	Automated Machine Learning for Information Retrieval in Scientific Articles. CEC Hojjat Rakhshani, Bastien Latard, Mathieu Brévilliers, Jonathan Weber, Julien Lepagnot, Germain Forestier, Michel Hassenforder, Lhassane Idoumghar
2020	—	`ch.`	Constrained Clustering: Current and New Trends. A Guided Tour of Artificial Intelligence Research (2) (II) Pierre Gançarski, Thi-Bich-Hanh Dao, Bruno Crémilleux, Germain Forestier, Thomas Andrew Lampert
2020	J	`jnl`	Graph-based description of tertiary lymphoid organs at single-cell level. PLoS Comput. Biol. Nadine S. Schaadt, Ralf Schönmeyer, Germain Forestier, Nicolas Brieu, Peter Braubach, Katharina Nekolla, Michael Meyer-Hermann, Friedrich Feuerhake
2020	J	`jnl`	InceptionTime: Finding AlexNet for time series classification. Data Min. Knowl. Discov. Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean
2020	B	`conf`	Knowledge-Based Categorization of Scientific Articles for Similarity Predictions. TPDL Nolwenn Bernard, Jonathan Weber, Germain Forestier, Michel Hassenforder, Bastien Latard
2020	B	`conf`	Neural Architecture Search for Time Series Classification. IJCNN Hojjat Rakhshani, Hassan Ismail Fawaz, Lhassane Idoumghar, Germain Forestier, Julien Lepagnot, Jonathan Weber, Mathieu Brévilliers, Pierre-Alain Muller
2020	B	`conf`	Real-Time Detection of Glomeruli in Renal Pathology. CBMS Robin Heckenauer, Jonathan Weber, Cédric Wemmert, Friedrich Feuerhake, Michel Hassenforder, Pierre-Alain Muller, Germain Forestier
2020	J	`jnl`	Surgical Data Science - from Concepts to Clinical Translation. CoRR 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
2020	B	`conf`	Time Series Averaging Using Multi-Tasking Autoencoder. ICTAI Tsegamlak Terefe, Maxime Devanne, Jonathan Weber, Dereje Hailemariam, Germain Forestier
2019	J	`jnl`	Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks. Int. J. Comput. Assist. Radiol. Surg. Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2019	J	`jnl`	Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks. CoRR Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2019	B	`conf`	Adversarial Attacks on Deep Neural Networks for Time Series Classification. IJCNN Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2019	J	`jnl`	Adversarial Attacks on Deep Neural Networks for Time Series Classification. CoRR Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2019	—	`conf`	Augmentation de données pour la classification de séries temporelles par réseaux de neurones profonds résiduels. EGC Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2019	B	`conf`	Automatic Alignment of Surgical Videos Using Kinematic Data. AIME Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, François Petitjean, Lhassane Idoumghar, Pierre-Alain Muller
2019	J	`jnl`	Automatic alignment of surgical videos using kinematic data. CoRR Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, François Petitjean, Lhassane Idoumghar, Pierre-Alain Muller
2019	J	`jnl`	Crowdsourcing of Histological Image Labeling and Object Delineation by Medical Students. IEEE Trans. Medical Imaging Anne Grote, Nadine S. Schaadt, Germain Forestier, Cédric Wemmert, Friedrich Feuerhake
2019	—	`conf`	Deep Constrained Clustering applied to Satellite Image Time Series. MACLEAN@PKDD/ECML Baptiste Lafabregue, Jonathan Weber, Pierre Gançarski, Germain Forestier
2019	B	`conf`	Deep Neural Network Ensembles for Time Series Classification. IJCNN Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2019	J	`jnl`	Deep Neural Network Ensembles for Time Series Classification. CoRR Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2019	J	`jnl`	Deep learning for time series classification: a review. Data Min. Knowl. Discov. Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2019	J	`jnl`	InceptionTime: Finding AlexNet for Time Series Classification. CoRR Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean
2019	—	`conf`	Strategies for Training Stain Invariant CNNS. ISBI Thomas Andrew Lampert, Odyssée Merveille, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert
2019	C	`conf`	Transfer learning for the classification of video-recorded crowd movements. ISPA Mounir Bendali-Braham, Jonathan Weber, Germain Forestier, Lhassane Idoumghar, Pierre-Alain Muller
2018	—	`conf`	Catégorisation d'articles scientifiques basée sur les relations sémantiques des mots-clés. EGC Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder
2018	J	`jnl`	Constrained distance based clustering for time-series: a comparative and experimental study. Data Min. Knowl. Discov. Thomas Andrew Lampert, Thi-Bich-Hanh Dao, Baptiste Lafabregue, Nicolas Serrette, Germain Forestier, Bruno Crémilleux, Christel Vrain, Pierre Gançarski
2018	J	`jnl`	Data augmentation using synthetic data for time series classification with deep residual networks. CoRR Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2018	J	`jnl`	Deep learning for time series classification: a review. CoRR Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2018	A	`conf`	Efficient search of the best warping window for Dynamic Time Warping. SDM Chang Wei Tan, Matthieu Herrmann, Germain Forestier, Geoffrey I. Webb, François Petitjean
2018	—	`conf`	Evaluating Surgical Skills from Kinematic Data Using Convolutional Neural Networks. MICCAI (4) Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2018	J	`jnl`	Evaluating surgical skills from kinematic data using convolutional neural networks. CoRR Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2018	J	`jnl`	Evaluation of contactless human-machine interface for robotic surgical training. Int. J. Comput. Assist. Radiol. Surg. Fabien Despinoy, Nabil Zemiti, Germain Forestier, L. Alonso Sanchez, Pierre Jannin, Philippe Poignet
2018	J	`jnl`	On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error. CoRR Nayyar Abbas Zaidi, Geoffrey I. Webb, François Petitjean, Germain Forestier
2018	J	`jnl`	Optimizing dynamic time warping's window width for time series data mining applications. Data Min. Knowl. Discov. Hoang Anh Dau, Diego Furtado Silva, François Petitjean, Germain Forestier, Anthony J. Bagnall, Abdullah Mueen, Eamonn J. Keogh
2018	—	`conf`	Role of Task Complexity and Training in Crowdsourced Image Annotation. COMPAY/OMIA@MICCAI Nadine S. Schaadt, Anne Grote, Germain Forestier, Cédric Wemmert, Friedrich Feuerhake
2018	J	`jnl`	Sequential surgical signatures in micro-suturing task. Int. J. Comput. Assist. Radiol. Surg. Arnaud Huaulmé, Kanako Harada, Germain Forestier, Mamoru Mitsuishi, Pierre Jannin
2018	J	`jnl`	Strategies for Training Stain Invariant CNNs. CoRR Thomas Andrew Lampert, Odyssée Merveille, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert
2018	J	`jnl`	Surgical Data Science: A Consensus Perspective. CoRR 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
2018	J	`jnl`	Surgical motion analysis using discriminative interpretable patterns. Artif. Intell. Medicine Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Arnaud Huaulmé, Hassan Ismail Fawaz, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Pierre Jannin
2018	J	`jnl`	Surgical skills: Can learning curves be computed from recordings of surgical activities? Int. J. Comput. Assist. Radiol. Surg. Germain Forestier, Laurent Riffaud, François Petitjean, Pierre-Louis Hénaux, Pierre Jannin
2018	J	`jnl`	Toward a standard ontology of surgical process models. Int. J. Comput. Assist. Radiol. Surg. 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
2018	—	`conf`	Transfer learning for time series classification. IEEE BigData Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2018	J	`jnl`	Transfer learning for time series classification. CoRR Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller
2017	J	`jnl`	Automatic matching of surgeries to predict surgeons' next actions. Artif. Intell. Medicine Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin
2017	C	`conf`	Detection of glomeruli in renal pathology by mutual comparison of multiple staining modalities. ISPA Maja Temerinac-Ott, Germain Forestier, Jessica Schmitz, Meyke Hermsen, J. H. Braseni, Friedrich Feuerhake, Cédric Wemmert
2017	B	`conf`	Discovering Discriminative and Interpretable Patterns for Surgical Motion Analysis. AIME Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Pierre Jannin
2017	J	`jnl`	Distinguishing surgical behavior by sequential pattern discovery. J. Biomed. Informatics Arnaud Huaulmé, Sandrine Voros, Laurent Riffaud, Germain Forestier, Alexandre Moreau-Gaudry, Pierre Jannin
2017	J	`jnl`	Finding discriminative and interpretable patterns in sequences of surgical activities. Artif. Intell. Medicine Germain Forestier, François Petitjean, Pavel Senin, Laurent Riffaud, Pierre-Louis Hénaux, Pierre Jannin
2017	A*	`conf`	Generating Synthetic Time Series to Augment Sparse Datasets. ICDM Germain Forestier, François Petitjean, Hoang Anh Dau, Geoffrey I. Webb, Eamonn J. Keogh
2017	—	`conf`	Judicious setting of Dynamic Time Warping's window width allows more accurate classification of time series. IEEE BigData Hoang Anh Dau, Diego Furtado Silva, François Petitjean, Germain Forestier, Anthony J. Bagnall, Eamonn J. Keogh
2017	J	`jnl`	Surgical Data Science: Enabling Next-Generation Surgery. CoRR 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
2017	B	`conf`	Towards a Semantic Search Engine for Scientific Articles. TPDL Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder
2017	J	`jnl`	Towards a Semantic Search Engine for Scientific Articles. CoRR Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder
2017	B	`conf`	Using Semantic Relations between Keywords to Categorize Articles from Scientific Literature. ICTAI Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder
2016	C	`conf`	A Benchmark for Ontologies Merging Assessment. KSEM Mariem Mahfoudh, Germain Forestier, Michel Hassenforder
2016	J	`jnl`	Comment fusionner des ontologies avec la réécriture de graphes ? Tech. Sci. Informatiques Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder
2016	J	`jnl`	Detection of lobular structures in normal breast tissue. Comput. Biol. Medicine Grégory Apou, Nadine S. Schaadt, Benoît Naegel, Germain Forestier, Ralf Schönmeyer, Friedrich Feuerhake, Cédric Wemmert, Anne Grote
2016	J	`jnl`	Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm. Knowl. Inf. Syst. François Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh
2016	—	`book`	Fouille de Données Complexes Fouille de Données Complexes Cyril De Runz, Germain Forestier, Cécile Favre, Camille Kurtz
2016	J	`jnl`	Semi-supervised learning using multiple clusterings with limited labeled data. Inf. Sci. Germain Forestier, Cédric Wemmert
2016	J	`jnl`	Unsupervised Trajectory Segmentation for Surgical Gesture Recognition in Robotic Training. IEEE Trans. Biomed. Eng. Fabien Despinoy, David Bouget, Germain Forestier, Cédric Penet, Nabil Zemiti, Philippe Poignet, Pierre Jannin
2016	—	`conf`	Using Glocal Event Alignment for Comparing Sequences of Significantly Different Lengths. MLDM Vinh-Trung Luu, Mathis Ripken, Germain Forestier, Frédéric Fondement, Pierre-Alain Muller
2016	—	`conf`	Web usage prediction and recommendation using web session clustering. ICDIM Vinh-Trung Luu, Germain Forestier, Mathis Ripken, Frédéric Fondement, Pierre-Alain Muller
2015	J	`jnl`	Algebraic graph transformations for formalizing ontology changes and evolving ontologies. Knowl. Based Syst. Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder
2015	J	`jnl`	Automatic phase prediction from low-level surgical activities. Int. J. Comput. Assist. Radiol. Surg. Germain Forestier, Laurent Riffaud, Pierre Jannin
2015	B	`conf`	Optimal Sub-Sequence Matching for the Automatic Prediction of Surgical Tasks. AIME Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin
2015	C	`conf`	Synthesizing whole slide images. ISPA Grégory Apou, Friedrich Feuerhake, Germain Forestier, Benoît Naegel, Cédric Wemmert
2015	—	`conf`	Une nouvelle formalisation des changements ontologiques composés et complexes. EGC Mariem Mahfoudh, Laurent Thiry, Germain Forestier, Michel Hassenforder
2015	—	`conf`	Web Site Audience Segmentation Using Hybrid Alignment Techniques. PAKDD Workshops Vinh-Trung Luu, Germain Forestier, Frédéric Fondement, Pierre-Alain Muller
2014	C	`conf`	Algebraic Graph Transformations for Merging Ontologies. MEDI Mariem Mahfoudh, Laurent Thiry, Germain Forestier, Michel Hassenforder
2014	—	`ch.`	Apprentissage de règles floues pour caractériser des objets d'intérêt dans une image de télédétection. Fouille de données complexes Bruno Belarte, Cédric Wemmert, Germain Forestier, Christiane Weber, Manuel Grizonnet
2014	—	`conf`	Approche formelle de fusion d'ontologies à l'aide des grammaires de graphes typés. EGC Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder
2014	J	`jnl`	Domain-specific summarization of Life-Science e-experiments from provenance traces. J. Web Semant. Alban Gaignard, Johan Montagnat, Bernard Gibaud, Germain Forestier, Tristan Glatard
2014	A*	`conf`	Dynamic Time Warping Averaging of Time Series Allows Faster and More Accurate Classification. ICDM François Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh
2014	—	`conf`	Efficient Region-based Classification for Whole Slide Images. VISIGRAPP (Selected Papers) Grégory Apou, Benoît Naegel, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert
2014	—	`conf`	Fast Segmentation for Texture-based Cartography of whole Slide Images. VISAPP (1) Grégory Apou, Benoît Naegel, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert
2014	—	`book`	Fouille de Données Complexes, 2014 Fouille de données complexes Guillaume Cleuziou, Cyril De Runz, Germain Forestier, Mustapha Lebbah
2014	J	`jnl`	Non-linear temporal scaling of surgical processes. Artif. Intell. Medicine Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin
2014	J	`jnl`	OntoVIP: An ontology for the annotation of object models used for medical image simulation. J. Biomed. Informatics 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
2013	J	`jnl`	A Virtual Imaging Platform for Multi-Modality Medical Image Simulation. IEEE Trans. Medical Imaging 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
2013	—	`conf`	Adaptation consistante d'ontologies à l'aide des grammaires de graphes. IC Mariem Mahfoudh, Laurent Thiry, Germain Forestier, Michel Hassenforder
2013	—	`conf`	Analyzing the composition of cities using spatial clustering. UrbComp@KDD Zechun Cao, Sujing Wang, Germain Forestier, Anne Puissant, Christoph F. Eick
2013	A	`conf`	Big Metamodels Are Evil - Package Unmerge - A Technique for Downsizing Metamodels. MoDELS Frédéric Fondement, Pierre-Alain Muller, Laurent Thiry, Brice Wittmann, Germain Forestier
2013	J	`jnl`	Coastal image interpretation using background knowledge and semantics. Comput. Geosci. Germain Forestier, Cédric Wemmert, Anne Puissant
2013	C	`conf`	Consistent Ontologies Evolution Using Graph Grammars. KSEM Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder
2013	C	`conf`	Learning fuzzy rules to characterize objects of interest from remote sensing images. IGARSS Bruno Belarte, Cédric Wemmert, Germain Forestier, Manuel Grizonnet, Christiane Weber
2013	J	`jnl`	Multi-site study of surgical practice in neurosurgery based on surgical process models. J. Biomed. Informatics Germain Forestier, Florent Lalys, Laurent Riffaud, D. Louis Collins, Jürgen Meixensberger, Shafik N. Wassef, Thomas Neumuth, Benoît Goulet, Pierre Jannin
2013	B	`conf`	Stain unmixing in brightfield multiplexed immunohistochemistry. ICIP Cédric Wemmert, Juliane M. Kruger, Germain Forestier, Ludovic Sternberger, Friedrich Feuerhake, Pierre Gançarski
2012	J	`jnl`	Classification of surgical processes using dynamic time warping. J. Biomed. Informatics Germain Forestier, Florent Lalys, Laurent Riffaud, Brivael Trelhu, Pierre Jannin
2012	—	`conf`	Clustering de séquences d'activités pour l'étude de procédures neurochirurgicales. EGC Germain Forestier, Florent Lalys, Laurent Riffaud, Brivael Trelhu, Pierre Jannin
2012	J	`jnl`	Knowledge-based region labeling for remote sensing image interpretation. Comput. Environ. Urban Syst. Germain Forestier, Anne Puissant, Cédric Wemmert, Pierre Gançarski
2012	—	`conf`	Multi-modality image simulation with the Virtual Imaging Platform: Illustration on cardiac echography and MRI. ISBI 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
2012	—	`conf`	OntoVIP: An Ontology for the Annotation of Object Models Used for Medical Image Simulation. HISB 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
2011	J	`jnl`	Discovering Significant Evolution Patterns from Satellite Image Time Series. Int. J. Neural Syst. François Petitjean, Florent Masseglia, Pierre Gançarski, Germain Forestier
2011	B	`conf`	Multi-modality medical image simulation of biological models with the Virtual Imaging Platform (VIP). CBMS 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
2011	—	`ch.`	SLEMC : Apprentissage semi-supervisé enrichi par de multiples clusterings. Fouille de données complexes Cédric Wemmert, Germain Forestier
2011	B	`conf`	Sharing object models for multi-modality medical image simulation: A semantic approach. CBMS Germain Forestier, Adrien Marion, Hugues Benoit-Cattin, Patrick Clarysse, Denis Friboulet, Tristan Glatard, Patrick Hugonnard, Carole Lartizien, Hervé Liebgott, Joachim Tabary, Bernard Gibaud
2010	C	`conf`	Analysing Satellite Image Time Series by Means of Pattern Mining. IDEAL François Petitjean, Pierre Gançarski, Florent Masseglia, Germain Forestier
2010	C	`conf`	Background Knowledge Integration in Clustering Using Purity Indexes. KSEM Germain Forestier, Cédric Wemmert, Pierre Gançarski
2010	J	`jnl`	Collaborative clustering with background knowledge. Data Knowl. Eng. Germain Forestier, Pierre Gançarski, Cédric Wemmert
2010	—	`conf`	Comparaison de critères de pureté pour l'intégration de connaissances en clustering semi-supervisé. EGC Germain Forestier, Cédric Wemmert, Pierre Gançarski
2010	J	`jnl`	Supervised image segmentation using watershed transform, fuzzy classification and evolutionary computation. Pattern Recognit. Lett. Sébastien Derivaux, Germain Forestier, Cédric Wemmert, Sébastien Lefèvre
2010	—	`conf`	Towards conflict resolution in collaborative clustering. IEEE Conf. of Intelligent Systems Germain Forestier, Cédric Wemmert, Pierre Gançarski
2009	—	`ch.`	Improving Supervised Learning with Multiple Clusterings. Applications of Supervised and Unsupervised Ensemble Methods Cédric Wemmert, Germain Forestier, Sébastien Derivaux
2009	—	`conf`	Mining Multiple Satellite Sensor Data Using Collaborative Clustering. ICDM Workshops Germain Forestier, Cédric Wemmert, Pierre Gançarski, Jordi Inglada
2009	J	`jnl`	Multiresolution Remote Sensing Image Clustering. IEEE Geosci. Remote. Sens. Lett. Cédric Wemmert, Anne Puissant, Germain Forestier, Pierre Gançarski
2008	—	`conf`	An Evolutionary Approach for Ontology Driven Image Interpretation. EvoWorkshops Germain Forestier, Sébastien Derivaux, Cédric Wemmert, Pierre Gançarski
2008	—	`conf`	Interprétation d'images basée sur une approche évolutive guidée par une ontologie. EGC Germain Forestier, Sébastien Derivaux, Cédric Wemmert, Pierre Gançarski
2008	J	`jnl`	Multisource Images Analysis Using Collaborative Clustering. EURASIP J. Adv. Signal Process. Germain Forestier, Cédric Wemmert, Pierre Gançarski
2008	—	`conf`	On Combining Unsupervised Classification and Ontology Knowledge. IGARSS (4) Germain Forestier, Cédric Wemmert, Pierre Gançarski
2008	—	`conf`	Semi-supervised Collaborative Clustering with Partial Background Knowledge. ICDM Workshops Germain Forestier, Cédric Wemmert, Pierre Gançarski
2007	—	`conf`	Ontology-Based Object Recognition for Remote Sensing Image Interpretation. ICTAI (1) Nicolas Durand, Sébastien Derivaux, Germain Forestier, Cédric Wemmert, Pierre Gançarski, Omar Boussaid, Anne Puissant