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ORCIDGermain Forestier
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- affiliation: Université de Haute Alsace, France
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2020 – today
- 2025
[j47]Ali Ismail-Fawaz
, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier:
Establishing a unified evaluation framework for human motion generation: A comparative analysis of metrics. Comput. Vis. Image Underst. 254: 104337 (2025)- [j46]Gautier Pialla, Hassan Ismail Fawaz, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Christoph Bergmeir, Daniel F. Schmidt, Geoffrey I. Webb, Germain Forestier:
Time series adversarial attacks: an investigation of smooth perturbations and defense approaches. Int. J. Data Sci. Anal. 19(1): 129-139 (2025) - [c82]Bruno Côme, Maxime Devanne, Jonathan Weber, Germain Forestier:
A Comparative Study of CNNs and Vision-Language Models for Chart Image Classification. ICAART (2) 2025: 816-827 - [c81]Olivier Schirm, Maxime Devanne, Jonathan Weber, Arnaud Lecus, Germain Forestier, Cédric Wemmert:
Deep Neural Network Architectures for Advanced Hiking Map Generation. ICPRAM 2025: 531-541 - 2024
- [j45]Navid Mohammadi Foumani, Lynn Miller, Chang Wei Tan, Geoffrey I. Webb, Germain Forestier, Mahsa Salehi:
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey. ACM Comput. Surv. 56(9): 217:1-217:45 (2024) - [j44]Tsegamlak Terefe Debella, Maxime Devanne, Jonathan Weber, Dereje Hailemariam Woldegebreal, Germain Forestier:
Correction: Estimating time series averages from latent space of multi-tasking neural networks. Knowl. Inf. Syst. 66(2): 1521 (2024) - [c80]Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier:
Weighted Average of Human Motion Sequences for Improving Rehabilitation Assessment. AALTD@ECML/PKDD 2024: 131-146 - [c79]Oumaima Badi, Maxime Devanne, Ali Ismail-Fawaz, Javidan Abdullayev, Vincent Lemaire, Stefano Berretti, Jonathan Weber, Germain Forestier:
COCALITE: A Hybrid Model COmbining CAtch22 and LITE for Time Series Classification. IEEE Big Data 2024: 1229-1236 - [c78]Germain Forestier:
Apprentissage profond pour la classification de séries temporelles. EGC 2024: 3-4 - [c77]Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier:
LITE: Light Inception avec des Techniques de Boosting pour la Classification de Séries Temporelles. EGC 2024: 377-384 - [c76]Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier:
A Supervised Variational Auto-encoder for Human Motion Generation Using Convolutional Neural Networks. ICPRAI (2) 2024: 166-181 - [c75]Romain Wenger, Clément Bressant, Lucie Roettele, Germain Forestier, Anne Puissant:
Improving Urban Tree Species Classification with High Resolution Satellite Imagery and Machine Learning. IGARSS 2024: 4679-4682 - [c74]Anthony J. Bagnall, Matthew Middlehurst, Germain Forestier, Ali Ismail-Fawaz, Antoine Guillaume, David Guijo-Rubio, Chang Wei Tan, Angus Dempster, Geoffrey I. Webb:
A Hands-on Introduction to Time Series Classification and Regression. KDD 2024: 6410-6411 - [c73]Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier:
Finding Foundation Models for Time Series Classification with a PreText Task. PAKDD (Workshops) 2024: 123-135 - [i23]Claudia Ehrig, Catherine Cleophas, Germain Forestier:
The impact of data set similarity and diversity on transfer learning success in time series forecasting. CoRR abs/2404.06198 (2024) - [i22]Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier:
Establishing a Unified Evaluation Framework for Human Motion Generation: A Comparative Analysis of Metrics. CoRR abs/2405.07680 (2024) - [i21]Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier:
Look Into the LITE in Deep Learning for Time Series Classification. CoRR abs/2409.02869 (2024) - 2023
- [j43]Tsegamlak Terefe, Maxime Devanne, Jonathan Weber, Dereje Hailemariam, Germain Forestier:
Estimating time series averages from latent space of multi-tasking neural networks. Knowl. Inf. Syst. 65(11): 4967-5004 (2023) - [j42]Romain Wenger, Anne Puissant, Jonathan Weber, Lhassane Idoumghar, Germain Forestier:
Multimodal and Multitemporal Land Use/Land Cover Semantic Segmentation on Sentinel-1 and Sentinel-2 Imagery: An Application on a MultiSenGE Dataset. Remote. Sens. 15(1): 151 (2023) - [c72]Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier:
ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging. AALTD@ECML/PKDD 2023: 127-142 - [c71]Robin Heckenauer, Jonathan Weber, Cédric Wemmert, Caroline Truntzer, Valentin Derangère, François Ghiringhelli, Michel Hassenforder, Pierre-Alain Muller, Germain Forestier:
Comparison of deep learning architectures for colon cancer mutation detection. CBMS 2023: 360-365 - [c70]Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier:
LITE: Light Inception with boosTing tEchniques for Time Series Classification. DSAA 2023: 1-10 - [c69]Ali Ismail-Fawaz, Maxime Devanne, Jonathan Weber, Germain Forestier:
Enhancing Time Series Classification with Self-Supervised Learning. ICAART (3) 2023: 40-47 - [c68]Romain Wenger, Anne Puissant, Jonathan Weber, Lhassane Idoumghar, Germain Forestier:
Exploring inference of a land use and land cover model trained on MultiSenGE dataset. JURSE 2023: 1-4 - [i20]Seyed Navid Mohammadi Foumani, Lynn Miller, Chang Wei Tan, Geoffrey I. Webb, Germain Forestier, Mahsa Salehi:
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey. CoRR abs/2302.02515 (2023) - [i19]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:
An Approach to Multiple Comparison Benchmark Evaluations that is Stable Under Manipulation of the Comparate Set. CoRR abs/2305.11921 (2023) - [i18]Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier:
ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging. CoRR abs/2309.16353 (2023) - [i17]Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier:
Finding Foundation Models for Time Series Classification with a PreText Task. CoRR abs/2311.14534 (2023) - 2022
- [j41]Amina Ben Hamida, Maxime Devanne, Jonathan Weber, Caroline Truntzer, Valentin Derangère, François Ghiringhelli, Germain Forestier, Cédric Wemmert:
Weakly Supervised Learning using Attention gates for colon cancer histopathological image segmentation. Artif. Intell. Medicine 133: 102407 (2022) - [j40]Baptiste Lafabregue, Jonathan Weber, Pierre Gançarski, Germain Forestier:
End-to-end deep representation learning for time series clustering: a comparative study. Data Min. Knowl. Discov. 36(1): 29-81 (2022) - [j39]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:
Surgical data science - from concepts toward clinical translation. Medical Image Anal. 76: 102306 (2022) - [c67]Gautier Pialla, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Germain Forestier:
Data Augmentation for Time Series Classification with Deep Learning Models. AALTD@ECML/PKDD 2022: 117-132 - [c66]Ali Ismail-Fawaz, Maxime Devanne, Jonathan Weber, Germain Forestier:
Deep Learning For Time Series Classification Using New Hand-Crafted Convolution Filters. IEEE Big Data 2022: 972-981 - [c65]Baptiste Lafabregue, Pierre Gançarski, Jonathan Weber, Germain Forestier:
Incremental constrained clustering with application to remote sensing images time series. ICDM (Workshops) 2022: 814-823 - [c64]Baptiste Lafabregue, Anne Puissant, Jonathan Weber, Germain Forestier:
Deep Clustering Methods Study Applied to Satellite Images Time Series. IGARSS 2022: 195-198 - [c63]Emel Ay, Maxime Devanne, Jonathan Weber, Germain Forestier:
A study of Knowledge Distillation in Fully Convolutional Network for Time Series Classification. IJCNN 2022: 1-8 - [c62]Ameni Chamekh, Mariem Mahfoudh, Germain Forestier:
Sentiment Analysis Based on Deep Learning in E-Commerce. KSEM (2) 2022: 498-507 - [c61]Hadhami Mejbri, Mariem Mahfoudh, Germain Forestier:
Deep Learning-Based Sentiment Analysis for Predicting Financial Movements. KSEM (2) 2022: 586-596 - [c60]Gautier Pialla, Hassan Ismail Fawaz, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Christoph Bergmeir, Daniel F. Schmidt, Geoffrey I. Webb, Germain Forestier:
Smooth Perturbations for Time Series Adversarial Attacks. PAKDD (1) 2022: 485-496 - [c59]Ilias Rmouque, Maxime Devanne, Jonathan Weber, Germain Forestier, Cédric Wemmert:
Ensemble Clustering for Histopathological Images Segmentation using Convolutional Autoencoders. VISIGRAPP (4: VISAPP) 2022: 933-940 - 2021
- [j38]Amina Ben Hamida, Maxime Devanne, Jonathan Weber, Caroline Truntzer, Valentin Derangère, François Ghiringhelli, Germain Forestier, Cédric Wemmert:
Deep learning for colon cancer histopathological images analysis. Comput. Biol. Medicine 136: 104730 (2021) - [j37]Odyssée Merveille, Thomas Andrew Lampert, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert:
An automatic framework for fusing information from differently stained consecutive digital whole slide images: A case study in renal histology. Comput. Methods Programs Biomed. 208: 106157 (2021) - [c58]Baptiste Lafabregue, Jonathan Weber, Pierre Gançarski, Germain Forestier:
Grad Centroid Activation Mapping for Convolutional Neural Networks. ICTAI 2021: 184-191 - [c57]Mounir Bendali-Braham, Jonathan Weber, Germain Forestier, Lhassane Idoumghar, Pierre-Alain Muller:
Ensemble classification of video-recorded crowd movements. ISPA 2021: 152-158 - 2020
- [j36]Vinh-Trung Luu, Germain Forestier, Jonathan Weber, Paul Bourgeois, Fahima Djelil, Pierre-Alain Muller:
A review of alignment based similarity measures for web usage mining. Artif. Intell. Rev. 53(3): 1529-1551 (2020) - [j35]Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean:
InceptionTime: Finding AlexNet for time series classification. Data Min. Knowl. Discov. 34(6): 1936-1962 (2020) - [j34]Nadine S. Schaadt, Ralf Schönmeyer, Germain Forestier, Nicolas Brieu, Peter Braubach, Katharina Nekolla, Michael Meyer-Hermann, Friedrich Feuerhake:
Graph-based description of tertiary lymphoid organs at single-cell level. PLoS Comput. Biol. 16(2) (2020) - [c56]Robin Heckenauer, Jonathan Weber, Cédric Wemmert, Friedrich Feuerhake, Michel Hassenforder, Pierre-Alain Muller, Germain Forestier:
Real-Time Detection of Glomeruli in Renal Pathology. CBMS 2020: 350-355 - [c55]Hojjat Rakhshani, Bastien Latard, Mathieu Brévilliers, Jonathan Weber, Julien Lepagnot, Germain Forestier, Michel Hassenforder, Lhassane Idoumghar:
Automated Machine Learning for Information Retrieval in Scientific Articles. CEC 2020: 1-7 - [c54]Nolwenn Bernard, Jonathan Weber, Germain Forestier, Michel Hassenforder, Bastien Latard:
Knowledge-Based Categorization of Scientific Articles for Similarity Predictions. TPDL 2020: 147-160 - [c53]Tsegamlak Terefe, Maxime Devanne, Jonathan Weber, Dereje Hailemariam, Germain Forestier:
Time Series Averaging Using Multi-Tasking Autoencoder. ICTAI 2020: 1065-1072 - [c52]Hojjat Rakhshani, Hassan Ismail Fawaz, Lhassane Idoumghar, Germain Forestier, Julien Lepagnot, Jonathan Weber, Mathieu Brévilliers, Pierre-Alain Muller:
Neural Architecture Search for Time Series Classification. IJCNN 2020: 1-8 - [p4]Pierre Gançarski, Thi-Bich-Hanh Dao, Bruno Crémilleux, Germain Forestier, Thomas Andrew Lampert:
Constrained Clustering: Current and New Trends. A Guided Tour of Artificial Intelligence Research (2) (II) 2020: 447-484 - [i16]Odyssée Merveille, Thomas Andrew Lampert, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert:
An automatic framework to study the tissue micro-environment of renal glomeruli in differently stained consecutive digital whole slide images. CoRR abs/2008.13050 (2020) - [i15]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:
Surgical Data Science - from Concepts to Clinical Translation. CoRR abs/2011.02284 (2020)
2010 – 2019
- 2019
- [j33]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks. Int. J. Comput. Assist. Radiol. Surg. 14(9): 1611-1617 (2019) - [j32]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Deep learning for time series classification: a review. Data Min. Knowl. Discov. 33(4): 917-963 (2019) - [j31]Anne Grote, Nadine S. Schaadt, Germain Forestier, Cédric Wemmert, Friedrich Feuerhake:
Crowdsourcing of Histological Image Labeling and Object Delineation by Medical Students. IEEE Trans. Medical Imaging 38(5): 1284-1294 (2019) - [c51]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, François Petitjean, Lhassane Idoumghar, Pierre-Alain Muller:
Automatic Alignment of Surgical Videos Using Kinematic Data. AIME 2019: 104-113 - [c50]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Augmentation de données pour la classification de séries temporelles par réseaux de neurones profonds résiduels. EGC 2019: 375-376 - [c49]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Deep Neural Network Ensembles for Time Series Classification. IJCNN 2019: 1-6 - [c48]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Adversarial Attacks on Deep Neural Networks for Time Series Classification. IJCNN 2019: 1-8 - [c47]Mounir Bendali-Braham, Jonathan Weber, Germain Forestier, Lhassane Idoumghar, Pierre-Alain Muller:
Transfer learning for the classification of video-recorded crowd movements. ISPA 2019: 271-276 - [c46]Thomas Andrew Lampert, Odyssée Merveille, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert:
Strategies for Training Stain Invariant CNNS. ISBI 2019: 905-909 - [c45]Baptiste Lafabregue, Jonathan Weber, Pierre Gançarski, Germain Forestier:
Deep Constrained Clustering applied to Satellite Image Time Series. MACLEAN@PKDD/ECML 2019 - [i14]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Deep Neural Network Ensembles for Time Series Classification. CoRR abs/1903.06602 (2019) - [i13]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Adversarial Attacks on Deep Neural Networks for Time Series Classification. CoRR abs/1903.07054 (2019) - [i12]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, François Petitjean, Lhassane Idoumghar, Pierre-Alain Muller:
Automatic alignment of surgical videos using kinematic data. CoRR abs/1904.07302 (2019) - [i11]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks. CoRR abs/1908.07319 (2019) - [i10]Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean:
InceptionTime: Finding AlexNet for Time Series Classification. CoRR abs/1909.04939 (2019) - 2018
- [j30]Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Arnaud Huaulmé, Hassan Ismail Fawaz, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Pierre Jannin:
Surgical motion analysis using discriminative interpretable patterns. Artif. Intell. Medicine 91: 3-11 (2018) - [j29]Fabien Despinoy, Nabil Zemiti, Germain Forestier, L. Alonso Sanchez, Pierre Jannin, Philippe Poignet:
Evaluation of contactless human-machine interface for robotic surgical training. Int. J. Comput. Assist. Radiol. Surg. 13(1): 13-24 (2018) - [j28]Germain Forestier, Laurent Riffaud, François Petitjean, Pierre-Louis Hénaux, Pierre Jannin:
Surgical skills: Can learning curves be computed from recordings of surgical activities? Int. J. Comput. Assist. Radiol. Surg. 13(5): 629-636 (2018) - [j27]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:
Toward a standard ontology of surgical process models. Int. J. Comput. Assist. Radiol. Surg. 13(9): 1397-1408 (2018) - [j26]Arnaud Huaulmé, Kanako Harada, Germain Forestier, Mamoru Mitsuishi, Pierre Jannin:
Sequential surgical signatures in micro-suturing task. Int. J. Comput. Assist. Radiol. Surg. 13(9): 1419-1428 (2018) - [j25]Hoang Anh Dau, Diego Furtado Silva, François Petitjean, Germain Forestier, Anthony J. Bagnall, Abdullah Mueen, Eamonn J. Keogh:
Optimizing dynamic time warping's window width for time series data mining applications. Data Min. Knowl. Discov. 32(4): 1074-1120 (2018) - [j24]Thomas Andrew Lampert, Thi-Bich-Hanh Dao, Baptiste Lafabregue, Nicolas Serrette, Germain Forestier, Bruno Crémilleux, Christel Vrain, Pierre Gançarski:
Constrained distance based clustering for time-series: a comparative and experimental study. Data Min. Knowl. Discov. 32(6): 1663-1707 (2018) - [c44]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Transfer learning for time series classification. IEEE BigData 2018: 1367-1376 - [c43]Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder:
Catégorisation d'articles scientifiques basée sur les relations sémantiques des mots-clés. EGC 2018: 371-372 - [c42]Nadine S. Schaadt, Anne Grote, Germain Forestier, Cédric Wemmert, Friedrich Feuerhake:
Role of Task Complexity and Training in Crowdsourced Image Annotation. COMPAY/OMIA@MICCAI 2018: 44-51 - [c41]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Evaluating Surgical Skills from Kinematic Data Using Convolutional Neural Networks. MICCAI (4) 2018: 214-221 - [c40]Chang Wei Tan, Matthieu Herrmann, Germain Forestier, Geoffrey I. Webb, François Petitjean:
Efficient search of the best warping window for Dynamic Time Warping. SDM 2018: 225-233 - [i9]Nayyar Abbas Zaidi, Geoffrey I. Webb, François Petitjean, Germain Forestier:
On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error. CoRR abs/1801.09354 (2018) - [i8]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Evaluating surgical skills from kinematic data using convolutional neural networks. CoRR abs/1806.02750 (2018) - [i7]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:
Surgical Data Science: A Consensus Perspective. CoRR abs/1806.03184 (2018) - [i6]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Data augmentation using synthetic data for time series classification with deep residual networks. CoRR abs/1808.02455 (2018) - [i5]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Deep learning for time series classification: a review. CoRR abs/1809.04356 (2018) - [i4]Thomas Andrew Lampert, Odyssée Merveille, Jessica Schmitz, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert:
Strategies for Training Stain Invariant CNNs. CoRR abs/1810.10338 (2018) - [i3]Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller:
Transfer learning for time series classification. CoRR abs/1811.01533 (2018) - 2017
- [j23]Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin:
Automatic matching of surgeries to predict surgeons' next actions. Artif. Intell. Medicine 81: 3-11 (2017) - [j22]Germain Forestier, François Petitjean, Pavel Senin, Laurent Riffaud, Pierre-Louis Hénaux, Pierre Jannin:
Finding discriminative and interpretable patterns in sequences of surgical activities. Artif. Intell. Medicine 82: 11-19 (2017) - [j21]Arnaud Huaulmé, Sandrine Voros, Laurent Riffaud, Germain Forestier, Alexandre Moreau-Gaudry, Pierre Jannin:
Distinguishing surgical behavior by sequential pattern discovery. J. Biomed. Informatics 67: 34-41 (2017) - [c39]Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Pierre Jannin:
Discovering Discriminative and Interpretable Patterns for Surgical Motion Analysis. AIME 2017: 136-145 - [c38]Hoang Anh Dau, Diego Furtado Silva, François Petitjean, Germain Forestier, Anthony J. Bagnall, Eamonn J. Keogh:
Judicious setting of Dynamic Time Warping's window width allows more accurate classification of time series. IEEE BigData 2017: 917-922 - [c37]Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder:
Towards a Semantic Search Engine for Scientific Articles. TPDL 2017: 608-611 - [c36]Germain Forestier, François Petitjean, Hoang Anh Dau, Geoffrey I. Webb, Eamonn J. Keogh:
Generating Synthetic Time Series to Augment Sparse Datasets. ICDM 2017: 865-870 - [c35]Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder:
Using Semantic Relations between Keywords to Categorize Articles from Scientific Literature. ICTAI 2017: 260-264 - [c34]Maja Temerinac-Ott, Germain Forestier, Jessica Schmitz, Meyke Hermsen, J. H. Braseni, Friedrich Feuerhake, Cédric Wemmert:
Detection of glomeruli in renal pathology by mutual comparison of multiple staining modalities. ISPA 2017: 19-24 - [i2]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:
Surgical Data Science: Enabling Next-Generation Surgery. CoRR abs/1701.06482 (2017) - [i1]Bastien Latard, Jonathan Weber, Germain Forestier, Michel Hassenforder:
Towards a Semantic Search Engine for Scientific Articles. CoRR abs/1709.09836 (2017) - 2016
- [j20]Grégory Apou, Nadine S. Schaadt, Benoît Naegel, Germain Forestier, Ralf Schönmeyer, Friedrich Feuerhake, Cédric Wemmert, Anne Grote:
Detection of lobular structures in normal breast tissue. Comput. Biol. Medicine 74: 91-102 (2016) - [j19]Germain Forestier, Cédric Wemmert:
Semi-supervised learning using multiple clusterings with limited labeled data. Inf. Sci. 361-362: 48-65 (2016) - [j18]François Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh:
Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm. Knowl. Inf. Syst. 47(1): 1-26 (2016) - [j17]Fabien Despinoy, David Bouget, Germain Forestier, Cédric Penet, Nabil Zemiti, Philippe Poignet, Pierre Jannin:
Unsupervised Trajectory Segmentation for Surgical Gesture Recognition in Robotic Training. IEEE Trans. Biomed. Eng. 63(6): 1280-1291 (2016) - [j16]Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder:
Comment fusionner des ontologies avec la réécriture de graphes ? Tech. Sci. Informatiques 35(1): 31-53 (2016) - [c33]Vinh-Trung Luu, Germain Forestier, Mathis Ripken, Frédéric Fondement, Pierre-Alain Muller:
Web usage prediction and recommendation using web session clustering. ICDIM 2016: 107-113 - [c32]Mariem Mahfoudh, Germain Forestier, Michel Hassenforder:
A Benchmark for Ontologies Merging Assessment. KSEM 2016: 555-566 - [c31]Vinh-Trung Luu, Mathis Ripken, Germain Forestier, Frédéric Fondement, Pierre-Alain Muller:
Using Glocal Event Alignment for Comparing Sequences of Significantly Different Lengths. MLDM 2016: 58-72 - [e2]Cyril de Runz, Germain Forestier, Cécile Favre, Camille Kurtz:
Fouille de Données Complexes. RNTI E-31, Éditions RNTI 2016, ISBN 979-10-96289-01-1 [contents] - 2015
- [j15]Germain Forestier, Laurent Riffaud, Pierre Jannin:
Automatic phase prediction from low-level surgical activities. Int. J. Comput. Assist. Radiol. Surg. 10(6): 833-841 (2015) - [j14]Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder:
Algebraic graph transformations for formalizing ontology changes and evolving ontologies. Knowl. Based Syst. 73: 212-226 (2015) - [c30]Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin:
Optimal Sub-Sequence Matching for the Automatic Prediction of Surgical Tasks. AIME 2015: 123-132 - [c29]Mariem Mahfoudh, Laurent Thiry, Germain Forestier, Michel Hassenforder:
Une nouvelle formalisation des changements ontologiques composés et complexes. EGC 2015: 263-274 - [c28]Grégory Apou, Friedrich Feuerhake, Germain Forestier, Benoît Naegel, Cédric Wemmert:
Synthesizing whole slide images. ISPA 2015: 154-159 - [c27]Vinh-Trung Luu, Germain Forestier, Frédéric Fondement, Pierre-Alain Muller:
Web Site Audience Segmentation Using Hybrid Alignment Techniques. PAKDD Workshops 2015: 29-40 - 2014
- [j13]Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin:
Non-linear temporal scaling of surgical processes. Artif. Intell. Medicine 62(3): 143-152 (2014) - [j12]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:
OntoVIP: An ontology for the annotation of object models used for medical image simulation. J. Biomed. Informatics 52: 279-292 (2014) - [j11]Alban Gaignard, Johan Montagnat, Bernard Gibaud, Germain Forestier, Tristan Glatard:
Domain-specific summarization of Life-Science e-experiments from provenance traces. J. Web Semant. 29: 19-30 (2014) - [c26]Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder:
Approche formelle de fusion d'ontologies à l'aide des grammaires de graphes typés. EGC 2014: 565-568 - [c25]François Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh:
Dynamic Time Warping Averaging of Time Series Allows Faster and More Accurate Classification. ICDM 2014: 470-479 - [c24]Mariem Mahfoudh, Laurent Thiry, Germain Forestier, Michel Hassenforder:
Algebraic Graph Transformations for Merging Ontologies. MEDI 2014: 154-168 - [c23]Grégory Apou, Benoît Naegel, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert:
Efficient Region-based Classification for Whole Slide Images. VISIGRAPP (Selected Papers) 2014: 239-256 - [c22]Grégory Apou, Benoît Naegel, Germain Forestier, Friedrich Feuerhake, Cédric Wemmert:
Fast Segmentation for Texture-based Cartography of whole Slide Images. VISAPP (1) 2014: 309-319 - [p3]Bruno Belarte, Cédric Wemmert, Germain Forestier, Christiane Weber, Manuel Grizonnet:
Apprentissage de règles floues pour caractériser des objets d'intérêt dans une image de télédétection. Fouille de données complexes 2014: 23-42 - [e1]Guillaume Cleuziou, Cyril de Runz, Germain Forestier, Mustapha Lebbah:
Fouille de Données Complexes, 2014. Revue des Nouvelles Technologies de l'Information E-27, Hermann-Éditions 2014 [contents] - 2013
- [j10]Germain Forestier, Cédric Wemmert, Anne Puissant:
Coastal image interpretation using background knowledge and semantics. Comput. Geosci. 54: 88-96 (2013) - [j9]Germain Forestier, Florent Lalys, Laurent Riffaud, D. Louis Collins, Jürgen Meixensberger, Shafik N. Wassef, Thomas Neumuth, Benoît Goulet, Pierre Jannin:
Multi-site study of surgical practice in neurosurgery based on surgical process models. J. Biomed. Informatics 46(5): 822-829 (2013) - [j8]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:
A Virtual Imaging Platform for Multi-Modality Medical Image Simulation. IEEE Trans. Medical Imaging 32(1): 110-118 (2013) - [c21]Mariem Mahfoudh, Laurent Thiry, Germain Forestier, Michel Hassenforder:
Adaptation consistante d'ontologies à l'aide des grammaires de graphes. IC 2013: 129-138 - [c20]Cédric Wemmert, Juliane M. Kruger, Germain Forestier, Ludovic Sternberger, Friedrich Feuerhake, Pierre Gançarski:
Stain unmixing in brightfield multiplexed immunohistochemistry. ICIP 2013: 1125-1129 - [c19]Bruno Belarte, Cédric Wemmert, Germain Forestier, Manuel Grizonnet, Christiane Weber:
Learning fuzzy rules to characterize objects of interest from remote sensing images. IGARSS 2013: 2986-2989 - [c18]Zechun Cao, Sujing Wang, Germain Forestier, Anne Puissant, Christoph F. Eick:
Analyzing the composition of cities using spatial clustering. UrbComp@KDD 2013: 14:1-14:8 - [c17]Mariem Mahfoudh, Germain Forestier, Laurent Thiry, Michel Hassenforder:
Consistent Ontologies Evolution Using Graph Grammars. KSEM 2013: 64-75 - [c16]Frédéric Fondement, Pierre-Alain Muller, Laurent Thiry, Brice Wittmann, Germain Forestier:
Big Metamodels Are Evil - Package Unmerge - A Technique for Downsizing Metamodels. MoDELS 2013: 138-153 - 2012
- [j7]Germain Forestier, Florent Lalys, Laurent Riffaud, Brivael Trelhu, Pierre Jannin:
Classification of surgical processes using dynamic time warping. J. Biomed. Informatics 45(2): 255-264 (2012) - [j6]Germain Forestier, Anne Puissant, Cédric Wemmert, Pierre Gançarski:
Knowledge-based region labeling for remote sensing image interpretation. Comput. Environ. Urban Syst. 36(5): 470-480 (2012) - [c15]Germain Forestier, Florent Lalys, Laurent Riffaud, Brivael Trelhu, Pierre Jannin:
Clustering de séquences d'activités pour l'étude de procédures neurochirurgicales. EGC 2012: 489-494 - [c14]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:
OntoVIP: An Ontology for the Annotation of Object Models Used for Medical Image Simulation. HISB 2012: 110 - [c13]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:
Multi-modality image simulation with the Virtual Imaging Platform: Illustration on cardiac echography and MRI. ISBI 2012: 98-101 - 2011
- [j5]François Petitjean, Florent Masseglia, Pierre Gançarski, Germain Forestier:
Discovering Significant Evolution Patterns from Satellite Image Time Series. Int. J. Neural Syst. 21(6): 475-489 (2011) - [c12]Germain Forestier, Adrien Marion, Hugues Benoit-Cattin, Patrick Clarysse, Denis Friboulet, Tristan Glatard, Patrick Hugonnard, Carole Lartizien, Hervé Liebgott, Joachim Tabary, Bernard Gibaud:
Sharing object models for multi-modality medical image simulation: A semantic approach. CBMS 2011: 1-6 - [c11]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:
Multi-modality medical image simulation of biological models with the Virtual Imaging Platform (VIP). CBMS 2011: 1-6 - [p2]Cédric Wemmert, Germain Forestier:
SLEMC : Apprentissage semi-supervisé enrichi par de multiples clusterings. Fouille de données complexes 2011: 147-170 - 2010
- [j4]Germain Forestier, Pierre Gançarski, Cédric Wemmert:
Collaborative clustering with background knowledge. Data Knowl. Eng. 69(2): 211-228 (2010) - [j3]Sébastien Derivaux, Germain Forestier, Cédric Wemmert, Sébastien Lefèvre:
Supervised image segmentation using watershed transform, fuzzy classification and evolutionary computation. Pattern Recognit. Lett. 31(15): 2364-2374 (2010) - [c10]Germain Forestier, Cédric Wemmert, Pierre Gançarski:
Comparaison de critères de pureté pour l'intégration de connaissances en clustering semi-supervisé. EGC 2010: 127-132 - [c9]François Petitjean, Pierre Gançarski, Florent Masseglia, Germain Forestier:
Analysing Satellite Image Time Series by Means of Pattern Mining. IDEAL 2010: 45-52 - [c8]Germain Forestier, Cédric Wemmert, Pierre Gançarski:
Towards conflict resolution in collaborative clustering. IEEE Conf. of Intelligent Systems 2010: 361-366 - [c7]Germain Forestier, Cédric Wemmert, Pierre Gançarski:
Background Knowledge Integration in Clustering Using Purity Indexes. KSEM 2010: 28-38
2000 – 2009
- 2009
- [j2]Cédric Wemmert, Anne Puissant, Germain Forestier, Pierre Gançarski:
Multiresolution Remote Sensing Image Clustering. IEEE Geosci. Remote. Sens. Lett. 6(3): 533-537 (2009) - [c6]Germain Forestier, Cédric Wemmert, Pierre Gançarski, Jordi Inglada:
Mining Multiple Satellite Sensor Data Using Collaborative Clustering. ICDM Workshops 2009: 501-506 - [p1]Cédric Wemmert, Germain Forestier, Sébastien Derivaux:
Improving Supervised Learning with Multiple Clusterings. Applications of Supervised and Unsupervised Ensemble Methods 2009: 135-149 - 2008
- [j1]Germain Forestier, Cédric Wemmert, Pierre Gançarski:
Multisource Images Analysis Using Collaborative Clustering. EURASIP J. Adv. Signal Process. 2008 (2008) - [c5]Germain Forestier, Sébastien Derivaux, Cédric Wemmert, Pierre Gançarski:
An Evolutionary Approach for Ontology Driven Image Interpretation. EvoWorkshops 2008: 295-304 - [c4]Germain Forestier, Sébastien Derivaux, Cédric Wemmert, Pierre Gançarski:
Interprétation d'images basée sur une approche évolutive guidée par une ontologie. EGC 2008: 469-474 - [c3]Germain Forestier, Cédric Wemmert, Pierre Gançarski:
Semi-supervised Collaborative Clustering with Partial Background Knowledge. ICDM Workshops 2008: 211-217 - [c2]Germain Forestier, Cédric Wemmert, Pierre Gançarski:
On Combining Unsupervised Classification and Ontology Knowledge. IGARSS (4) 2008: 395-398 - 2007
- [c1]Nicolas Durand, Sébastien Derivaux, Germain Forestier, Cédric Wemmert, Pierre Gançarski, Omar Boussaid, Anne Puissant:
Ontology-Based Object Recognition for Remote Sensing Image Interpretation. ICTAI (1) 2007: 472-479
Coauthor Index
[j47] [j46] [c82] [c81] [j44] [c80] [c79] [c77] [c76] [c73] [i22] [i21] [j43] [j42] [c72] [c71] [c70] [c69] [c68] [i19] [i18] [i17] [j41] [j40] [c67] [c66] [c65] [c64] [c63] [c60] [c59] [j38] [c58] [c57] [j36] [j35] [c56] [c55] [c54] [c53] [c52] [j33] [j32] [c51] [c50] [c49] [c48] [c47] [c45] [i14] [i13] [i12] [i11] [i10] [j30] [c44] [c43] [c41] [i8] [i6] [i5] [i3] [c37] [c35] [i1]
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