Soufiane Belharbi bio photo

Soufiane Belharbi

Interested in machine learning, neural networks. I like running uphills (since childhood), and also running for long distance. Current challenge: break my 10km running record 00:46min:00.00 (Sept.23.2018 - Montréal) [STRYD].

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My Publications

Full, and up-to-date publications: G. Scholar

PhD thesis

  • S. Belharbi, “Neural Networks Regularization Through Representation Learning”. PhD thesis , INSA Rouen Normandie , 2018. Supervisor: Sébastien Adam, Advisors: Clément Chatelain, Romain Hérault. [BibTeX] [ArXiv][HAL-Thèse][Presentation] 
    @phdthesis{sbelharbiphd2018,
  author = {Belharbi, S.},
  title = {Neural Networks Regularization Through Representation Learning},
  school = {Normandie Université, INSA Rouen Normandie, LITIS laboratory},
  year = {2018},
  pages = {196},
  note = {Supervisor: Sébastien Adam, Advisors: Clément Chatelain, Romain Hérault},
  url = {https://arxiv.org/abs/1807.05292}
}

Under review

  • S. Belharbi, I. Ben Ayed, L. McCaffrey and E. Granger, “Deep Ordinal Classification with Inequality Constraints”, CoRR, 2019. [BibTeX] [ArXiv][Code] 
    	@article{belharbi2019unimoconstraints,
	  author = {Belharbi, S. and Ben Ayed, I. and McCaffrey, L. and Granger, E.},
	  title = {Deep Ordinal Classification with Inequality Constraints},
	  journal = {CoRR},
	  volume = {abs/1911.10720},
	  year = {2019}
	}
  • S. Belharbi, J. Rony, J. Dolz, I. Ben Ayed, L. McCaffrey and E. Granger, “Min-max Entropy for Weakly Supervised Pointwise Localization”, CoRR, 2019. [BibTeX] [ArXiv][Code] 
    @article{belharbi2019wsolentropy,
  author = {Belharbi, S. and Rony, J. and Dolz, J. and Ben Ayed, I. and McCaffrey, L. and Granger, E.},
  title = {Min-max Entropy for Weakly Supervised Pointwise Localization},
  journal = {CoRR},
  volume = {abs/1907.12934},
  year = {2019}
}
  • S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “Neural Networks Regularization Through Class-wise Invariant Representation Learning”, CoRR, 2017. [BibTeX] [ArXiv] [Code] 
    @article{sbelharbiarxivsep2017,
	author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
	title = {Neural Networks Regularization Through Class-wise Invariant Representation Learning},
	journal = {CoRR},
	year = {2017},
	volume = {abs/1709.01867}
}

Journals

  1. S. Belharbi, R. Hérault, C. Chatelain and S. Adam, “Deep Neural Networks Regularization for Structured Output Prediction”, Neurocomputing, vol. 281C, pp. 169-177, 2018. [BibTeX] [ArXiv] [Code] 
    @article{sbelharbiarneurocomputing2017,
  author = {Belharbi, S. and Hérault, R. and Chatelain, C. and Adam, S.},
  title = {Deep Neural Networks Regularization for Structured Output Prediction},
  journal = {Neurocomputing},
  year = {2018},
  volume = {281C},
  pages = {169-177}
}
  2. S. Belharbi, C. Chatelain, R. Hérault, S. Adam, S. Thureau, M. Chastan and R. Modzelewski, “Spotting L3 slice in CT scans using deep convolutional network and transfer learning”, Computers in Biology and Medicine, vol. 87, pp. 95-103, 2017. [BibTeX] [URL] [Presentation] [Poster] [Animation] [Paris-Normandie] ["BodyComp.AI” 2017 French Innovative Unicancer Prize] 
    @article{sbelharbiCBM2017,
  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S. and Thureau, S. and Chastan, M and Modzelewski, R.},
  title = {Spotting L3 slice in CT scans using deep convolutional network and transfer learning},
  journal = {Computers in Biology and Medicine},
  year = {2017},
  volume = {87},
  pages = {95-103}
}

International conferences

  • S. Belharbi, R. Hérault, C. Chatelain and S. Adam, “Deep multi-task learning with evolving weights”, in European Symposium on Artificial Neural Networks (ESANN), 2016. [BibTeX] [PDF] [Presentation] 
    	@inproceedings{belharbiESANN2016,
	  author = {Belharbi, S. and Hérault, R. and Chatelain, C. and Adam, S.},
	  title = {Deep multi-task learning with evolving weights},
	  booktitle = {European Symposium on Artificial Neural Networks (ESANN)},
	  year = {2016}
	}

Tutorials

  • Soufiane Belharbi, Eric Granger, Ismail Ben Ayed, “Deep Learning Models for Weakly-Supervised Object Localization and Segmentation”, ICPR, 2022, Montreal, Canada. [Page] [Slides]

Local conferences

  1. S. Belharbi, R. Hérault, C. Chatelain and S. Adam, “Pondération dynamique dans un cadre multi-tâche pour réseaux de neurones profonds”, Reconnaissance des Formes et l'Intelligence Artificielle (RFIA) (Session spéciale "Apprentissage et vision"), 2016. [BibTeX] [PDF] [Presentation] 
    	@article{sbelharbiRFIA2016,
	  author = {Belharbi, S. and Hérault, R. and Chatelain, C. and Adam, S.},
	  title = {Pondération dynamique dans un cadre multi-tâche pour réseaux de neurones profonds},
	  journal = {Reconnaissance des Formes et l'Intelligence Artificielle (RFIA) (Session spéciale "Apprentissage et vision")},
	  year = {2016}
	}
  2. S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “A Unified Neural Based Model For Structured Output Problems”, Conférence Francophone sur l'Apprentissage Automatique (CAP), 2015. [BibTeX] [PDF] [Poster] 
    	@article{belharbiCAP2015,
	  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
	  title = {A Unified Neural Based Model For Structured Output Problems},
	  booktitle = {Conférence Francophone sur l'Apprentissage Automatique (CAP)},
	  journal = {Conférence Francophone sur l'Apprentissage Automatique (CAP)},
	  year = {2015}
	}

Workshops and posters

  • S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “Learning Structured Output Dependencies Using Deep Neural Networks”, Deep Learning Workshop in the 32nd International Conference on Machine Learning (ICML), 2015. [BibTeX] [PDF] 
    	@article{belharbiICMLWSDL2015,
	  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
	  title = {Learning Structured Output Dependencies Using Deep Neural Networks},
	  journal = {Deep Learning Workshop in the 32nd International Conference on Machine Learning (ICML)},
	  year = {2015}
	}

International communications

  • S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “Deep Neural Networks and Structured Output Problems”, December, 2016. Image and Signal Processing Seminars, Université Catholique de Louvain. [BibTeX] [URL] [Presentation] 
    	@misc{belharbiLLaneuve2016,
	  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
	  title = {Deep Neural Networks and Structured Output Problems},
	  year = {2016},
	  url = {http://sites.uclouvain.be/ispgroup/index.php/ISPS.ABS081216},
	  howpublished = {Image and Signal Processing Seminars, Université Catholique de Louvain}
	}

Local communications

  1. S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “Neural Networks Regularization Through Representation Learning”, Sept, 25th 2017. Japanese-French workshop on Optimization for machine learning, Riken and LITIS labs. [BibTeX] [URL] [Presentation] 
    @misc{sbelharbiLitisSept2017,
  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
  title = {Neural Networks Regularization Through Representation Learning},
  year = {2017},
  url = {https://www.linkedin.com/pulse/japanese-french-workshop-optimization-machine-riken-litis-belharbi},
  howpublished = {Japanese-French workshop on Optimization for machine learning, Riken and LITIS labs}
}
  2. S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “Détection de la coupe L3 par CNN et transfert learning”, 12-15 June 2017. UCA Deep Learning School, Nice. [BibTeX] [URL] [Presentation] 
    @misc{belharbiUCANiceDLTL2017,
  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
  title = {Détection de la coupe L3 par CNN et transfert learning},
  year = {2017},
  url = {http://univ-cotedazur.fr/events/deep-learning-school},
  howpublished = {UCA Deep Learning School, Nice}
}
  3. S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “Representation Learning”, 12-15 June, 2017. UCA Deep Learning School, Nice. [BibTeX] [URL] [Presentation] 
    @misc{belharbiUCANiceDLRL2017,
  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
  title = {Representation Learning},
  year = {2017},
  url = {http://univ-cotedazur.fr/events/deep-learning-school},
  howpublished = {UCA Deep Learning School, Nice}
}
  4. S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “Détection de la Coupe L3 par CNN et Transfert Learning”, October, 2016. GDR Information, Signal, Image et ViSion. Télécom ParisTech. [BibTeX] [URL] [Presentation] 
    @misc{sbelharbiGDRISIOct2016,
  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
  title = {Détection de la Coupe L3 par CNN et Transfert Learning},
  year = {2016},
  url = {http://gdr-isis.fr/index.php?page=reunion&idreunion=320},
  howpublished = {GDR Information, Signal, Image et ViSion. Télécom ParisTech}
}
  5. S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “Deep Multi-task Learning with Evolving Weights”, June, 2016. Normastic, Journée « Deep Learning » de l’axe Données, Apprentissage, Connaissances. UFR des Science, Université de Caen Normandie. [BibTeX] [URL] [Presentation] 
    @misc{sbelharbiNormasticJune2016,
  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
  title = {Deep Multi-task Learning with Evolving Weights},
  year = {2016},
  url = {http://www.normastic.fr/event/journee-de-laxe-donnees-apprentissage-connaissances/},
  howpublished = {Normastic, Journée « Deep Learning » de l’axe Données, Apprentissage, Connaissances. UFR des Science, Universté de Caen Normandie}
}
  6. S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “Deep Multi-task Learning with Evolving Weights”, June, 2016. Journée Des Doctorants (JDD). Université le Havre Normandie. [BibTeX] [Presentation] 
    @misc{sbelharbiJDD2016,
  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
  title = {Deep Multi-task Learning with Evolving Weights},
  year = {2016},
  howpublished = {Journée Des Doctorants (JDD). Université le Havre Normandie}
}
  7. S. Belharbi, C. Chatelain, R. Hérault and S. Adam, “Deep Neural Architectures for Structured Output Problems”, May, 2015. Normastic, l’axe Données, Apprentissage, Connaissances. UFR des Science, Université de Caen Normandie. [BibTeX] [Presentation] 
    @misc{sbelharbiNormasticMay2015,
  author = {Belharbi, S. and Chatelain, C. and Hérault, R. and Adam, S.},
  title = {Deep Neural Architectures for Structured Output Problems},
  year = {2015},
  howpublished = {Normastic, l’axe Données, Apprentissage, Connaissances. UFR des Science, Université de Caen Normandie}
}