Publications

BibTeX

Awards

• INNOVATION UNICANCER 2017 award, category of organisation et des métiers de la recherche,
  BodyComp.AI : l’utilisation de l’intelligence artificielle en imagerie médicale ref,
  (cf. Spotting L3 slice in CT scans using deep convolutional network and transfer learning, 2017)

Book articles

2017

• Improved Model-Free Gait Recognition Based on Human Body Part,
  Imad Rida, Noor Al Maadeed, Gian Luca Marcialis, Ahmed Bouridane and romain Herault, and Gilles Gasso,
  in Biometric Security and Privacy, 2017, p141-161, Springer

Articles in international peer reviewed journals

Works in progress

• Neural Networks Regularization Through Class-wise Invariant Representation Learning,
  Soufiane Belharbi, Clément Chatelain, Romain Hérault, Sébastien Adam,
  arxiv

Accepted

2018

• Affordance realisation in climbing: learning and transfer,
  L Seifert, D Orth, B Mantel, J Boulanger, R Hérault, M Dicks,
  Frontiers in Psychology 9, 820, 2018 ref
• Training‐Image Based Geostatistical Inversion Using a Spatial Generative Adversarial Neural Network,
  Laloy, E., Hérault, R., Jacques, D., Linde, N.,
  Water Resources Research, 54(1), 381-406, 2018 arxiv
• Radiomics-net: Convolutional Neural Networks on FDG PET Images for predicting cancer treatment response,
  Amyar, A., Ruan, S., Gardin, I., Herault, R., Clement, C., Decazes, P., Modzelewski, R.
  Journal of Nuclear Medicine, 59(supplement 1), 324-324, 2018.
• Palmprint recognition with an efficient data driven ensemble classifier,
  Rida, I., Herault, R., Marcialis, G. L., Gasso, G.,
  Pattern Recognition Letters, 2018.

2017

• Deep Neural Networks Regularization for Structured Output Prediction,
  Soufiane Belharbi, Romain Herault, Clement Chatelain, Sebastien Adam,
  accepted in NeuCom arxiv
• Inversion using a new low-dimensional representation of complex binary geological media based on a deep neural network,
  E. Laloy, R. Hérault, J. Lee, D. Jacques, and N. Linde,
  Advances in Water Resources, 2017, in press, ref
• Comparing dynamics of fluency and inter-limb coordination in climbing activities using multi-scale Jensen--Shannon embedding and clustering,
  Romain Herault, Dominic Orth, Ludovic Seifert, Jeremie Boulanger, John Aldo Lee,
  in Data Mining and Knowledge Discovery, S.I. Sports Analytics, vol.31, no.6, pp.1758-1792, 2017, ref
• Spotting L3 slice in CT scans using deep convolutional network and transfer learning,
  Soufiane Belharbi, Clément Chatelain, Romain Hérault, Sebastien Adam, Sébastien Thureau, Mathieu Chastan, Romain Modzelewski,
  Computers in Biology and Medicine, vol.87, pp. 95-103, 2017, ref

2016

• Automatic sensor-based detection and classification of climbing activities,
  Jérémie Boulanger, Ludovic Seifert, Romain Hérault, Jean-Francois Coeurjolly,
  in Sensors Journal, IEEE , vol.16, no.3, pp.742-749, Feb.1, 2016 ref arxiv

2015

• IODA: an Input/Output Deep Architecture for image labeling,
  Julien Lerouge, Romain Herault, Clément chatelain, Romain Modzelewski, Fabrice Jardin,
  Pattern Recognition, Volume 48, Issue 9, September 2015, Pages 2847-2858, ISSN 0031-3203 ref

2014

• Full-body movement pattern recognition in climbing,
  Ludovic Seifert, Vladislavs Dovgalecs, Jérémie Boulanger, Dominic Orth, Romain Hérault, Keith Davids ,
  in Sports Technology, Volume 7, Issue 3-4, Pages 166-173
• Movement phase detection in climbing,
  Vladislavs Dovgalecs, Jérémie Boulanger, Dominic Orth, Romain Hérault, Jean-François Coeurjolly, Keith Davids, Ludovic Seifert,
  in Sports Technology, Volume 7, Issue 3-4, Pages 174-182
• Neurobiological degeneracy and affordance perception support functional intra-individual variability of inter-limb coordination during ice climbing,
  Ludovic Seifert, Léo Wattebled, Romain Herault, Germain Poizat, David Adé, Nathalie Gal-Petitfaux, Keith Davids,
  in PLoS ONE 9(2): e89865
• Climbing skill and complexity of climbing wall design: Assessment of Jerk as a novel indicator of performance fluency,
  Ludovic Seifert, Dominic Orth, Jérémie Boulanger, Vladislavs Dovgalecs, Romain Hérault, Keith Davids,
  in the Journal of Applied Biomechanic, Volume 30(5), 2014, Pages 619--625
• A dynamical system perspective to understanding badminton singles game play,
  Jia Yi Chow, Ludovic Seifert, Romain Hérault, Shannon Jing Yi Chia, Miriam Chang Yi Lee,
  Human Movement Science, Volume 33, February 2014, Pages 70-84, ISSN 0167-9457, IF=2.1

2013

• Skill transfer, affordances and dexterity in different climbing environments,
  Ludovic Seifert, Léo Wattebled, Maxime L'Hermette, Gautier Bideault, Romain Hérault, Keith Davids,
  i, Human Movement Science, Science, 32(6):1339-1352
• Data modelling reveals inter-individual variability of front crawl swimming,
  Bideault G., Herault R., Seifert L.,
  in Journal of Science and Medicine in Sport, Volume 16, Issue 3, May 2013, Pages 281-285, ISSN 1440-2440, IF=2.9
• Temporal dynamics of inter-limb coordination in ice climbing revealed through change-point analysis of the geodesic mean of circular data,
  Seifert L., Coeurjolly J.-F., Hérault R., Wattebled L. and Davids K.,
  Journal of Applied Statistics, Volume 40, Issue 11, 2013, DOI: 10.1080/02664763.2013.810194 ref, IF=0.4

2011

• Inter-limb coordination variability in ice climbers of different skill levels
  Seifert L., Wattebled L., L’Hermette M., Hérault R.
  in Education Physical Training and Sport, 2011, 1, 80, 63-68
• Inter-individual variability in the upper–lower limb breaststroke coordination
  Seifert L., Leblanc H., Herault R., Button C., Komar J., et Chollet D.
  in Human Movement Science, Volume 30, Issue 3, June 2011, Pages 550-565, IF=2.47

Article in proceedings of peer reviewed international conferences

2016

• Deep multi-task learning with evolving weights
  Soufiane Belharbi, Romain Herault, Clement Chatelain, Sebastien Adam
  ESANN 2016, Bruges, avril 2016

2015

• Valuation of Climbing Activities Using Multi-Scale Jensen-Shannon Neighbour Embedding,
  Romain Herault, Jérémie Boulanger, Ludovic Seifert and John Aldo Lee,
  Machine Learning and Data Mining for Sports Analytics, ECML/PKDD 2015 workshop, 11 September 2015, Porto, Portugal, pdf

2014

• Supervised Music Chord Recognition,
  Imad Rida, Romain Herault and Gilles Gasso,
  13th International Conference on Machine Learning and Applications (ICMLA), 2014, Pages 336--341
• Pattern Recognition in Cyclic and Discrete Skills Performance from Inertial Measurement Units,
  Ludovic Seifert, Maxime L’Hermette, John Komar, Dominic Orth, Florian Mell, Pierre Merriaux, Pierre Grenet, Yanis Caritu, Romain Hérault, Vladislavs Dovgalecs and Keith Davids,
  The Engineering of Sport 10, The 2014 conference of the International Sports Engineering Association
  Procedia Engineering, Volume 72, 2014, Pages 196-201, ISSN 1877-7058

2013

• Key point selection and clustering of swimmer coordination through Sparse Fisher-EM,
  John Komar, Romain Hérault et Ludovic Seifert,
  in ECML/PKDD 2013 Workshop on Machine Learning and Data Mining for Sports Analytics (MLSA2013), 27 septembre 2013.
• Detection and quantification in real-time polymerase chain reaction,
  Keita A., Herault R., Calbrix C., Canu S.,
  in European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 24 - 26 April 2013.

2010

• Inter-limb coordination variability in ice climbers of different skill levels
  Seifert L., Wattebled L., L’Hermette M., Hérault R.
  in 3rd International Congress Complex Systems in Medicine and Sport, 15-18 septembre 2010, Kaunas, Lituanie, p. 105-106
• Effect of skill level on upper/lower limb coordination in ice climbers
  Seifert L., Wattebled L., L’Hermette M., Hérault R.
  in 11th European Workshop of Ecological Psychology, 9-12 Juin 2010, Fréjus, France, 68-69.

2009

• Learning Deep Neural Networks for High Dimensional Output Problems
  Labbe B., Hérault R., and Chatelain C.
  in Eighth IEEE International Conference on Machine Learning and Applications, Miami, USA, 2009, p. 6.

2007

• Sparse Probabilistic Classifiers
  Hérault, R. and Grandvalet, Y.
  in 24th International Conference on Machine Learning, Oregon State University, Corvallis, Oregon, USA, June 20th-24th 2007, p. 337 - 344

2006

• Head and Facial Action Tracking: Comparison of two Robust Approaches
  Hérault, R. and Davoine, F. and Grandvalet, Y.
  in 7th IEEE International Conference on Automatic Face and Gesture Recognition, Southampton, UK, publisher: IEEE Computer Society, April, 2006 , p. 287-292

Communications in international conferences

2015

• Learning Structured Output Dependencies Using Deep Neural Networks
  Soufiane Belharbi, Clément Chatelain, Romain Hérault, Sébastien Adam
  Deep Learning Workshop, ICML'15, June 2015, pdf

2013

• Indices of behavioral complexity over repeated trials in a climbing task: Evaluating mechanisms underpinning emergence of skilled performance,
  Dominic Orth, Keith Davids, Romain Herault and Ludovic Seifert,
  European Conferences on Complex Systems, ECCS'13, september 2013, Barcelona
• Metastability in perception and action in rock climbing,
  Ludovic Seifert, Dominic Orth, Romain Hérault et Keith Davids
  International Congress of Perception and Action, julliet 2013, Lisbone, Portugal

French peer reviewed journal (in Web of Science)

2008

• Classifieurs Probabilistes Parcimonieux
  Hérault, R. and Grandvalet, Y.
  in Traitement du Signal [Trait. Signal], 2008, Vol. 25, N° 4, p. 279-291

Awarded articles in proceedings of French peer reviewed conferences

2007

• Régression Logistique Parcimonieuse
  Hérault, R. and Grandvalet, Y.
  in 9ème Conférence d'Apprentissage, Plate-forme AFIA, Grenoble, 4 au 6 juillet 2007, p. 265-280
  Prix du meilleur article de recherche CAP 2007, décerné par l’AFIA, Association Française pour l'Intelligence Artificielle avec le support de SPSS

2006

• Suivis simultanées et robustes de visages et de gestes faciaux
  Hérault, R. and Davoine, F. and Dornaika, F. and Grandvalet, Y.
  in 15ème congrès RFIA, Tours, France,
  Prix de la meilleure communication RFIA’06, décerné par l’AFRIF – Association Française pour la Reconnaissance et l’Interprétation de Formes, Janvier, 2006

Communications in French conferences

2015

• A Unified Neural Based Model for Structured Output Problems
  Soufiane Belharbi, Clément Chatelain, Romain Hérault, Sébastien Adam
  CAp2015 : Conférence sur l'APprentissage automatique, Juillet 2015, pdf

2012

• Estimation de la concentration d'un agent biologique par détection de rupture sur vidéos de fluorescences issues de PCR
  Abou Keita, Romain Hérault, Stéphane Canu
  in RFIA 2012 (Reconnaissance des Formes et Intelligence Artificielle), Lyon, France (2012)

2010

• Pré-apprentissage supervisé pour les réseaux profonds
  Xilan Tian, Romain Hérault, Gilles Gasso, Stéphane Canu
  in RFIA 2010, 19-22 Jan 2010, Caen, France.