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Germain Forestier
Germain Forestier
Full Professor of Computer Science, Université de Haute Alsace
E-mail confirmado em uha.fr - Página inicial
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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
30302019
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
1065*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
3822017
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
3262018
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
3022014
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
1992018
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
1912017
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
1862022
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
1532019
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
1442016
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
1372007
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
1282018
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
1242013
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
1242012
Collaborative clustering with background knowledge
G Forestier, P Gancarski, C Wemmert
Data & Knowledge Engineering 69 (2), 211-228, 2010
1212010
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
1152015
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
1072012
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
1022019
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
962010
Deep learning for colon cancer histopathological images analysis
AB Hamida, M Devanne, J Weber, C Truntzer, V Derangère, F Ghiringhelli, ...
Computers in Biology and Medicine 136, 104730, 2021
952021
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