Germain Forestier

Cited by

	All	Since 2018
Citations	8224	7171
h-index	35	31
i10-index	80	63

1900

950

475

1425

2010201120122013201420152016201720182019202020212022202322 46 86 91 133 166 177 268 296 569 989 1504 1899 1887

Public access

View all

55 articles

0 articles

available

not available

Based on funding mandates

Co-authors

Jonathan WeberFull Professor of Computer Science, Université de Haute-AlsaceVerified email at uha.fr
Lhassane IdoumgharFull Professor - Exceptional-Class - in Computer Science, University of Haute-AlsaceVerified email at uha.fr
Cédric WemmertFull Professor, ICube, University of StrasbourgVerified email at unistra.fr
Hassan Ismail FawazMachine Learning Researcher at EricssonVerified email at ericsson.com
Pierre-Alain MullerProfesseur d'informatique, Président de l'Université de Haute-AlsaceVerified email at uha.fr
Pierre GancarskiUniversité de Strasbourg - ICubeVerified email at unistra.fr
François PetitjeanAustralian GovernmentVerified email at pm.me
Pierre JanninMediCIS, LTSI, Inserm, Université de RennesVerified email at univ-rennes1.fr
Geoff WebbProfessor of Information Technology Research, Monash UniversityVerified email at monash.edu
Maxime DevanneAssociate Professor of Computer Science, Université de Haute AlsaceVerified email at uha.fr
Friedrich FeuerhakeAssociate Professor of Neuropathology, Freiburg UniversityVerified email at uniklinik-freiburg.de
Laurent Riffaudprofesseur des universités, Université de Rennes 1, neurochirurgien des hôpitauxVerified email at chu-rennes.fr
Eamonn KeoghDistinguished Professor of Computer Science, University of California - RiversideVerified email at cs.ucr.edu
Bernard GibaudChercheur Inserm, Université de Rennes 1Verified email at univ-rennes1.fr
Daniel SchmidtAssociate Professor (Data Science), Faculty of Information Technology, Monash UniversityVerified email at monash.edu
Thomas NeumuthEngineer and Computer Scientist, ProfessorVerified email at neumuth.de
Tristan GlatardConcordia UniversityVerified email at concordia.ca
Mariem MahfoudhAssociate Professor of Computer Science, University of KairouanVerified email at loria.fr
Carole Lartizienlaboratoire CREATIS, CNRS, INSA, Université de LyonVerified email at creatis.insa-lyon.fr
benjamin lucasNAUVerified email at nau.edu

Germain Forestier

Full Professor of Computer Science, Université de Haute Alsace

Verified email at uha.fr - Homepage

Time Series Machine Learning Data Mining Artificial Intelligence Deep Learning


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Deep learning for time series classification: a review HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller Data Mining and Knowledge Discovery 33 (4), 917-963, 2019	2701	2019
InceptionTime: Finding AlexNet for Time Series Classification HI Fawaz, B Lucas, G Forestier, C Pelletier, DF Schmidt, J Weber, ... Data Mining and Knowledge Discovery 34 (6), 1936-1962, 2019	849*	2019
Surgical data science for next-generation interventions L Maier-Hein, SS Vedula, S Speidel, N Navab, R Kikinis, A Park, ... Nature Biomedical Engineering 1 (9), 691-696, 2017	345	2017
Transfer learning for time series classification HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller 2018 IEEE International Conference on Big Data (Big Data), 1367-1376, 2018	292	2018
Dynamic time warping averaging of time series allows faster and more accurate classification F Petitjean, G Forestier, GI Webb, AE Nicholson, Y Chen, E Keogh Data Mining (ICDM), 2014 IEEE International Conference on, 470-479, 2014	285	2014
Data augmentation using synthetic data for time series classification with deep residual networks HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller arXiv preprint arXiv:1808.02455, 2018	183*	2018
Generating synthetic time series to augment sparse datasets G Forestier, F Petitjean, HA Dau, GI Webb, E Keogh Data Mining (ICDM), 2017 IEEE International Conference on, 865-870, 2017	166	2017
Adversarial attacks on deep neural networks for time series classification HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller 2019 International Joint Conference on Neural Networks (IJCNN), 1-8, 2019	140	2019
Ontology-based object recognition for remote sensing image interpretation N Durand, S Derivaux, G Forestier, C Wemmert, P Gançarski, O Boussaid, ... Tools with Artificial Intelligence, 2007. ICTAI 2007. 19th IEEE …, 2007	136	2007
Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm F Petitjean, G Forestier, GI Webb, AE Nicholson, Y Chen, E Keogh Knowledge and Information Systems 47 (1), 1-26, 2016	131	2016
Surgical data science–from concepts toward clinical translation L Maier-Hein, M Eisenmann, D Sarikaya, K März, T Collins, A Malpani, ... Medical image analysis 76, 102306, 2022	129	2022
Knowledge-based region labeling for remote sensing image interpretation G Forestier, A Puissant, C Wemmert, P Gançarski Computers, Environment and Urban Systems 36 (5), 470-480, 2012	124	2012
Collaborative clustering with background knowledge G Forestier, P Gancarski, C Wemmert Data & Knowledge Engineering 69 (2), 211-228, 2010	122	2010
A virtual imaging platform for multi-modality medical image simulation T Glatard, C Lartizien, B Gibaud, RF Da Silva, G Forestier, F Cervenansky, ... IEEE Transactions on Medical Imaging 32 (1), 110-118, 2013	121	2013
Evaluating surgical skills from kinematic data using convolutional neural networks H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller Medical Image Computing and Computer Assisted Intervention–MICCAI 2018: 21st …, 2018	120	2018
Unsupervised Trajectory Segmentation for Surgical Gesture Recognition in Robotic Training F Despinoy, D Bouget, G Forestier, C Penet, N Zemiti, P Poignet, P Jannin IEEE Transactions on Biomedical Engineering 63 (6), 1280--1291, 2015	107	2015
Classification of surgical processes using dynamic time warping G Forestier, F Lalys, L Riffaud, B Trelhu, P Jannin Journal of Biomedical Informatics 45 (2), 255-264, 2012	105	2012
Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller International journal of computer assisted radiology and surgery 14, 1611-1617, 2019	91	2019
Supervised image segmentation using watershed transform, fuzzy classification and evolutionary computation S Derivaux, G Forestier, C Wemmert, S Lefèvre Pattern Recognition Letters 31 (15), 2364-2374, 2010	91	2010
Optimizing dynamic time warping’s window width for time series data mining applications HA Dau, DF Silva, F Petitjean, G Forestier, A Bagnall, A Mueen, E Keogh Data mining and knowledge discovery 32, 1074-1120, 2018	88	2018

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow

Cited by

Co-authors