Germain Forestier
Germain Forestier
Full Professor of Computer Science, Université de Haute Alsace
Verified email at uha.fr - Homepage
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
4712019
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
1962014
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
1192007
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
1082012
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
1012013
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
912017
Collaborative clustering with background knowledge
G Forestier, P Gancarski, C Wemmert
Data & Knowledge Engineering 69 (2), 211-228, 2010
912010
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
872016
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
782012
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
702010
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
682015
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
582018
Evaluating surgical skills from kinematic data using convolutional neural networks
HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller
International Conference on Medical Image Computing and Computer-Assisted …, 2018
412018
Data augmentation using synthetic data for time series classification with deep residual networks
H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller
arXiv, arXiv: 1808.02455, 2018
41*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
402017
Multiresolution remote sensing image clustering
C Wemmert, A Puissant, G Forestier, P Gançarski
IEEE Geoscience and Remote Sensing Letters 6 (3), 533-537, 2009
382009
Multi-site study of surgical practice in neurosurgery based on Surgical Process Models
G Forestier, F Lalys, L Riffaud, D Louis Collins, J Meixensberger, ...
Journal of Biomedical Informatics 46 (5), 822-829, 2013
352013
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 (4), 1074-1120, 2018
342018
Surgical Data Science: Enabling Next-Generation Surgery
L Maier-Hein, S Vedula, S Speidel, N Navab, R Kikinis, A Park, ...
arXiv preprint arXiv:1701.06482, 2017
332017
Semi-supervised learning using multiple clusterings with limited labeled data
G Forestier, C Wemmert
Information Sciences 361, 48-65, 2016
332016
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Articles 1–20