Publications


Authors: Type:

2017

  • [PDF] [DOI] 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]
    @Article{Bel17a,
    AUTHOR = {S. Belharbi and C. Chatelain and R. Hérault and S. Adam and S. Thureau and M. Chastan and R. Modzelewski },
    TITLE = {Spotting {L3} slice in {CT} scans using deep convolutional network and transfer learning},
    journal = {{C}omputers in {B}iology and {M}edicine},
    DOI = "10.1016/j.compbiomed.2017.05.018",
    VOLUME = {87},
    PAGES = {95-103},
    YEAR = {2017},
    }
  • [PDF] [DOI] S. Belgacem, C. Chatelain, and T. Paquet, « Gesture sequence recognition with one shot learned CRF/HMM hybrid model, » Image and Vision Computing, vol. 61, pp. 12-21, 2017.
    [Bibtex]
    @Article{Bel17,
    AUTHOR = {S. Belgacem and C. Chatelain and T. Paquet},
    TITLE = {Gesture sequence recognition with one shot learned {CRF/HMM} hybrid model},
    Journal={{I}mage and {V}ision {C}omputing},
    MONTH = {may},
    YEAR = {2017},
    VOLUME = {61},
    PAGES = {12-21},
    DOI = "10.1016/j.imavis.2017.02.003",
    }
  • G. Renton, C. Chatelain, S. Adam, C. Kermorvant, and T. Paquet, « Handwritten text line segmentation using Fully Convolutional Network, » in ICDAR workshop on machine learning, 2017.
    [Bibtex]
    @InProceedings{Ren17,
    AUTHOR = {G. Renton and C. Chatelain and S. Adam and C. Kermorvant and T. Paquet},
    TITLE = {Handwritten text line segmentation using {F}ully {C}onvolutional {Network}},
    BOOKTITLE = {{ICDAR} Workshop on Machine Learning},
    ADDRESS = {},
    YEAR = {2017},
    }
  • [PDF] B. Stuner, C. Chatelain, and T. Paquet, « Self-training of BLSTM with lexicon verification for handwriting recognition, » in ICDAR, Kyoto, Japan, 2017.
    [Bibtex]
    @InProceedings{Stu17b,
    AUTHOR = {B. Stuner and C. Chatelain and T. Paquet},
    TITLE = {Self-Training of {BLSTM} with Lexicon Verification For Handwriting Recognition},
    BOOKTITLE = {{ICDAR}},
    ADDRESS = {Kyoto, Japan},
    YEAR = {2017},
    }

2016

  • [PDF] [DOI] P. Barlas, D. Hebert, C. Chatelain, S. Adam, and T. Paquet, « Language identification in document images, » Journal of Imaging Science and Technology, vol. 60, iss. 1, p. 10407_1-10407_16, 2016.
    [Bibtex]
    @Article{Bar15,
    AUTHOR = {P. Barlas and D. Hebert and C. Chatelain and S. Adam and T. Paquet},
    TITLE = {Language identification in document images},
    JOURNAL = {Journal of {I}maging {S}cience and {T}echnology},
    YEAR = {2016},
    VOLUME={60},
    NUMBER={1},
    PAGES = {10407_1-10407_16},
    DOI = "10.2352/J.ImagingSci.Technol.2016.60.1.010407",
    }
  • [PDF] [DOI] S. Bernard, C. Chatelain, S. Adam, and R. Sabourin, « The multiclass ROC front method for cost-sensitive classification, » Pattern Recognition, vol. 52, pp. 46-60, 2016.
    [Bibtex]
    @ARTICLE{Ber15,
    AUTHOR = {S. Bernard and C. Chatelain and S. Adam and R. Sabourin},
    TITLE = {The Multiclass {ROC} Front method for cost-sensitive classification},
    JOURNAL = {Pattern {R}ecognition},
    volume = "52",
    pages = "46 - 60",
    YEAR = {2016},
    DOI = "10.1016/j.patcog.2015.10.010",
    }
  • P. Barlas, D. Hebert, C. Chatelain, S. Adam, and T. Paquet, « Language identification in document images, » in Document Recognition and Retrieval XXIII, San Francisco, USA, 2016, pp. 1-16.
    [Bibtex]
    @InProceedings{Bar16drr,
    Author = {P. Barlas and D. Hebert and C. Chatelain and S. Adam and T. Paquet},
    Title = {Language Identification in Document Images},
    booktitle = {Document {R}ecognition and {R}etrieval {XXIII}},
    address ={San Francisco, USA},
    pages = {1--16},
    year = {2016},
    }
  • [DOI] B. Stuner, C. Chatelain, and T.Paquet, « Cascading BLSTM networks for handwritten word recognition, » in International Conference on Pattern Recognition (ICPR), Cancún, Mexico, 2016, pp. 3416-3421.
    [Bibtex]
    @InProceedings{Stu16a,
    AUTHOR = {B. Stuner and C. Chatelain and T.Paquet},
    TITLE = {Cascading {BLSTM} networks for handwritten word recognition},
    BOOKTITLE = {International {C}onference on {P}attern {R}ecognition ({ICPR})},
    ADDRESS = {Canc{\'{u}}n, Mexico},
    pages = {3416--3421},
    doi = {10.1109/ICPR.2016.7900162},
    YEAR = {2016},
    }
  • [DOI] B. Stuner, C. Chatelain, and T.Paquet, « A lexicon verification strategy in a BLSTM cascade framework, » in International conference on frontiers in handwriting recognition (ICFHR), Shenzhen, China, 2016, pp. 234-239.
    [Bibtex]
    @InProceedings{Stu16,
    AUTHOR = {B. Stuner and C. Chatelain and T.Paquet},
    TITLE = {A Lexicon Verification Strategy in a {BLSTM} Cascade Framework},
    pages = {234--239},
    doi = {10.1109/ICFHR.2016.0053},
    BOOKTITLE = {International Conference on Frontiers in Handwriting Recognition {(ICFHR)}},
    ADDRESS = {Shenzhen, China},
    YEAR = {2016},
    }
  • [PDF] S. Belharbi, R.Hérault, C. Chatelain, and S. Adam, « Deep multi-task learning with evolving weights, » in European Symposium on Artificial Neural Networks (ESANN), Bruges, Belgium, 2016.
    [Bibtex]
    @InProceedings{Bel16,
    AUTHOR = {S. Belharbi and R.Hérault and C. Chatelain and S. Adam},
    TITLE = {Deep multi-task learning with evolving weights},
    BOOKTITLE = {European {S}ymposium on {A}rtificial {N}eural {N}etworks ({ESANN})},
    ADDRESS = {Bruges, Belgium},
    YEAR = {2016},
    }

2015

  • [PDF] [DOI] J. Lerouge, R. Herault, C. Chatelain, F. Jardin, and R. Modzelewski, « IODA: an input output deep architecture for image labeling, » Pattern Recognition, vol. 48, iss. 9, p. 2847–2858, 2015.
    [Bibtex]
    @ARTICLE{Ler15,
    AUTHOR = {J. Lerouge and R. Herault and C. Chatelain and F. Jardin and R. Modzelewski},
    TITLE = {{IODA}: An Input Output Deep Architecture for image labeling},
    JOURNAL = {Pattern {R}ecognition},
    DOI = "10.1016/j.patcog.2015.03.017",
    YEAR = {2015},
    VOLUME={48},
    NUMBER={9},
    PAGES = {2847–2858},
    url = {http://clement.chatelain.free.fr/publications/PR_IODA_2015.pdf},
    }
  • [PDF] [DOI] S. Thomas, C. Chatelain, L. Heutte, T. Paquet, and Y. Kessentini, « A deep HMM model for multiple keywords spotting in handwritten documents, » Pattern Analysis and Applications, vol. 18, iss. 4, pp. 1003-1015, 2015.
    [Bibtex]
    @ARTICLE{Tho14,
    AUTHOR = {S. Thomas and C. Chatelain and L. Heutte and T. Paquet and Y. Kessentini},
    TITLE = {A Deep {HMM} model for multiple keywords spotting in handwritten documents},
    JOURNAL = {Pattern {A}nalysis and {A}pplications},
    doi={10.1007/s10044-014-0433-3},
    YEAR = {2015},
    VOLUME={18},
    NUMBER={4},
    PAGES = {1003-1015},
    url = {http://clement.chatelain.free.fr/publications/deephmm.pdf},
    }
  • [DOI] S. Belgacem, C.Chatelain, and T.Paquet, « A hybrid CRF/HMM for one-shot gesture learning, » in Adaptive Biometric Systems, A. Rattani, F. Roli, and E. Granger, Eds., Springer International Publishing, 2015, pp. 51-72.
    [Bibtex]
    @incollection{Bel15b,
    year={2015},
    isbn={978-3-319-24863-9},
    booktitle={Adaptive {B}iometric {S}ystems},
    series={Advances in Computer Vision and Pattern Recognition},
    editor={Rattani, A. and Roli, F. and Granger, E.},
    doi={10.1007/978-3-319-24865-3_4},
    title={A Hybrid {CRF/HMM} for One-Shot Gesture Learning},
    url={http://dx.doi.org/10.1007/978-3-319-24865-3_4},
    publisher={Springer International Publishing},
    author={S. Belgacem and C.Chatelain and T.Paquet},
    pages={51-72},
    }
  • [DOI] G. Bideault, L. Mioulet, C. Chatelain, and T. Paquet, « Using BLSTM for spotting regular expressions in handwritten documents, » in Pattern recognition: applications and methods: 4th international conference, ICPRAM 2015, lisbon, portugal, january 10-12, 2015, revised selected papers, A. Fred, M. De Marsico, and M. Figueiredo, Eds., Cham: Springer International Publishing, 2015, pp. 143-157.
    [Bibtex]
    @Inbook{Bideault2015,
    author="Bideault, Gautier
    and Mioulet, Luc
    and Chatelain, Cl{\'e}ment
    and Paquet, Thierry",
    editor="Fred, Ana
    and De Marsico, Maria
    and Figueiredo, M{\'a}rio",
    title="Using {BLSTM} for Spotting Regular Expressions in Handwritten Documents",
    bookTitle="Pattern Recognition: Applications and Methods: 4th International Conference, {ICPRAM} 2015, Lisbon, Portugal, January 10-12, 2015, Revised Selected Papers",
    year="2015",
    publisher="Springer International Publishing",
    address="Cham",
    pages="143--157",
    isbn="978-3-319-27677-9",
    doi="10.1007/978-3-319-27677-9_9",
    url="http://dx.doi.org/10.1007/978-3-319-27677-9_9"
    }
  • S. Belharbi, C. Chatelain, R.Herault, and S. Adam, « Learning structured output dependencies using deep neural networks, » in Deep learning workshop, ICML, Lille, France, 2015.
    [Bibtex]
    @InProceedings{Bel15,
    AUTHOR = {S. Belharbi and C. Chatelain and R.Herault and S. Adam},
    TITLE = {Learning Structured Output Dependencies Using Deep Neural Networks},
    BOOKTITLE = {Deep Learning Workshop, {ICML}},
    ADDRESS = {Lille, France},
    YEAR = {2015},
    }
  • [PDF] [DOI] U. Garain, L. Mioulet, B. Chaudhuri, C. Chatelain, and T. Paquet, « Unconstrained bengali handwriting recognition with recurrent models, » in ICDAR, Washington, USA, 2015, pp. 1056-1060.
    [Bibtex]
    @InProceedings{Gar15,
    AUTHOR = {U. Garain and L. Mioulet and B. Chaudhuri and C. Chatelain and T. Paquet},
    TITLE = {Unconstrained Bengali Handwriting Recognition with Recurrent Models},
    BOOKTITLE = {{ICDAR}},
    ADDRESS = {Washington, USA},
    pages={1056-1060},
    doi={10.1109/ICDAR.2015.7333923},
    YEAR = {2015},
    }
  • [PDF] [DOI] L. Mioulet, U. Garain, C. Chatelain, T. Paquet, and P. Barlas, « Language identification from handwritten documents, » in ICDAR, Washington, USA, 2015, pp. 676-680.
    [Bibtex]
    @InProceedings{Mio15b,
    AUTHOR = {L. Mioulet and U. Garain and C. Chatelain and T. Paquet and P. Barlas},
    TITLE = {Language Identification from Handwritten Documents},
    BOOKTITLE = {{ICDAR}},
    ADDRESS = {Washington, USA},
    pages={676-680},
    doi={10.1109/ICDAR.2015.7333847},
    YEAR = {2015},
    url = {http://clement.chatelain.free.fr/publications/ICDAR2015-language_identification.pdf},
    }
  • [PDF] [DOI] G. Bideault, L. Mioulet, C. Chatelain, and T. Paquet, « Benchmarking discriminative approaches for word spotting in handwritten documents, » in ICDAR, Washington, USA, 2015, pp. 201-205.
    [Bibtex]
    @InProceedings{Bid15b,
    AUTHOR = {G. Bideault and L. Mioulet and C. Chatelain and T. Paquet},
    TITLE = {Benchmarking discriminative approaches for word spotting in handwritten documents},
    BOOKTITLE = {{ICDAR}},
    ADDRESS = {Washington, USA},
    YEAR = {2015},
    pages={201-205},
    doi={10.1109/ICDAR.2015.7333752},
    URL = {http://clement.chatelain.free.fr/publications/ICDAR_Gautier-benchmark.pdf},
    }
  • G. Bideault, L. Mioulet, C. Chatelain, and T. Paquet, « A hybrid BLSTM-HMM for spotting regular expressions, » in ICPRAM, Lisbon, Portugal, 2015, pp. 5-12.
    [Bibtex]
    @InProceedings{Bid15a,
    AUTHOR = {G. Bideault and L. Mioulet and C. Chatelain and T. Paquet},
    TITLE = {A Hybrid {BLSTM-HMM} for spotting Regular Expressions},
    BOOKTITLE = {{ICPRAM}},
    pages = {5-12},
    ADDRESS = {Lisbon, Portugal},
    YEAR = {2015},
    URL = {http://clement.chatelain.free.fr/publications/ICPRAMBLSTM.pdf},
    }
  • [DOI] L. Mioulet, G. Bideault, C. Chatelain, and T. Paquet, « BLSTM-CTC combination strategies for off-line handwriting recognition, » in ICPRAM, Lisbon, Portugal, 2015, pp. 173-180.
    [Bibtex]
    @InProceedings{Mio15a,
    AUTHOR = {L. Mioulet and G. Bideault and C. Chatelain and T. Paquet},
    TITLE = {{BLSTM-CTC} Combination Strategies for Off-line Handwriting Recognition},
    BOOKTITLE = {{ICPRAM}},
    ADDRESS = {Lisbon, Portugal},
    pages={173-180},
    doi={10.5220/0005178601730180},
    YEAR = {2015},
    }
  • [PDF] [DOI] G. Bideault, L. Mioulet, C. Chatelain, and T. Paquet, « Spotting handwritten words and REGEX using a two stage BLSTM-HMM architecture, » in Document Recognition and Retrieval, San Francisco, USA, 2015, p. 94020G-94020G-11.
    [Bibtex]
    @InProceedings{Bid15,
    AUTHOR = {G. Bideault and L. Mioulet and C. Chatelain and T. Paquet},
    TITLE = {Spotting handwritten words and {REGEX} using a two stage {BLSTM-HMM} architecture},
    BOOKTITLE = {Document {R}ecognition and {R}etrieval},
    ADDRESS = {San Francisco, USA},
    YEAR = {2015},
    doi = {10.1117/12.2075796},
    journal = {Proc. SPIE},
    volume = {9402},
    pages = {94020G-94020G-11},
    URL = {http://clement.chatelain.free.fr/publications/DRR-REGEX-spotting-bideault.pdf},
    }
  • [PDF] [DOI] L. Mioulet, G. Bideault, C. Chatelain, and T. Paquet, « Exploring multiple feature combination strategies with a recurrent neural network architecture for off-line handwriting recognition, » in Document recognition and retrieval, San Francisco, USA, 2015, p. 94020F.
    [Bibtex]
    @InProceedings{Mio15,
    AUTHOR = {L. Mioulet and G. Bideault and C. Chatelain and T. Paquet},
    TITLE = {Exploring multiple feature combination strategies with a recurrent neural network architecture for off-line handwriting recognition},
    BOOKTITLE = {Document Recognition and Retrieval},
    ADDRESS = {San Francisco, USA},
    YEAR = {2015},
    PAGES = {94020F},
    doi = {10.1117/12.2075665},
    URL = {http://clement.chatelain.free.fr/publications/DRR_FeatureCombination.pdf},
    }

2014

  • [PDF] [DOI] G. Bideault, L. Mioulet, C. Chatelain, and T. Paquet, « A hybrid CRF/HMM approach for handwriting recognition, » in International conference on image analysis and recognition (ICIAR), vilamoura, portugal, 2014, pp. 403-410.
    [Bibtex]
    @InProceedings{Bid14,
    AUTHOR = {G. Bideault and L. Mioulet and C. Chatelain and T. Paquet},
    TITLE = {A hybrid {CRF/HMM} approach for handwriting recognition},
    BOOKTITLE = {International Conference on Image Analysis and Recognition {(ICIAR)}, Vilamoura, Portugal},
    YEAR = {2014},
    PAGES = {403-410},
    VOLUME={1},
    series={Lecture Notes in Computer Science},
    doi={10.1007/978-3-319-11758-4_44},
    URL = {http://clement.chatelain.free.fr/publications/ICIAR-bideault.pdf},
    }
  • [PDF] [DOI] D. Hébert, P. Barlas, C. Chatelain, S. Adam, and T. Paquet, « Writing type and language identification in heterogeneous and complex documents, » in International conference on frontiers in handwriting recognition (ICFHR), crete, greece, 2014, pp. 411-416.
    [Bibtex]
    @InProceedings{Heb14,
    AUTHOR = {D. Hébert and P. Barlas and C. Chatelain and S. Adam and T. Paquet},
    TITLE = {Writing type and language identification in heterogeneous and complex documents},
    BOOKTITLE = {International Conference on Frontiers in Handwriting Recognition {(ICFHR)}, Crete, Greece},
    doi={10.1109/ICFHR.2014.75},
    YEAR = {2014},
    PAGES = {411-416},
    }
  • [PDF] [DOI] P. Barlas, S. Adam, C. Chatelain, and T. Paquet, « A typed and handwritten text block segmentation system for heterogeneous and complex documents, » in Document analysis systems, tours, france, 2014, pp. 46-50.
    [Bibtex]
    @InProceedings{Bar14,
    AUTHOR = {P. Barlas and S. Adam and C. Chatelain and T. Paquet},
    TITLE = {A typed and handwritten text block segmentation system for heterogeneous and complex documents},
    BOOKTITLE = {Document Analysis Systems, Tours, France},
    YEAR = {2014},
    doi={10.1109/DAS.2014.39},
    URL = {http://clement.chatelain.free.fr/publications/das_2014_paper.pdf},
    PAGES = {46-50},
    }

2013

  • [PDF] [DOI] S. Thomas, C. Chatelain, L. Heutte, and T. Paquet, « Un modèle neuro markovien profond pour l’extraction de séquences dans des documents manuscrits, » Documents Numériques, vol. 16, iss. 2, pp. 49-69, 2013.
    [Bibtex]
    @ARTICLE{Tho13,
    AUTHOR = {S. Thomas and C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Un modèle neuro markovien profond pour l'extraction de séquences dans des documents manuscrits},
    JOURNAL = {{D}ocuments {N}umériques},
    doi = "10.3166/dn.16.2.49-68",
    YEAR = {2013},
    VOLUME={16},
    NUMBER={2},
    PAGES = {49-69},
    url = {http://clement.chatelain.free.fr/publications/docnum-thomas2013.pdf},
    }
  • [PDF] [DOI] T. Kasar, P. Barlas, S. Adam, C. Chatelain, and T. Paquet, « Learning to detect tables in scanned document images using line information, » in ICDAR, washington DC, USA, 2013, pp. 1185-1189.
    [Bibtex]
    @InProceedings{Kas13,
    AUTHOR = {T. Kasar and P. Barlas and S. Adam and C. Chatelain and T. Paquet},
    TITLE = {Learning to Detect Tables in Scanned Document Images using Line Information},
    BOOKTITLE = {{ICDAR}, Washington {DC}, {USA}},
    YEAR = {2013},
    pages={1185-1189},
    doi={10.1109/ICDAR.2013.240},
    URL = {http://clement.chatelain.free.fr/publications/kasar_icdar2013.pdf}
    }
  • [PDF] [DOI] Y. Kessentini, C. Chatelain, and T. Paquet, « Word spotting and regular expression detection in handwritten documents, » in ICDAR, washington DC, USA, 2013, pp. 516-520.
    [Bibtex]
    @InProceedings{Kes13,
    AUTHOR = {Y. Kessentini and C. Chatelain and T. Paquet},
    TITLE = {Word Spotting and Regular Expression Detection in Handwritten Documents},
    BOOKTITLE = {{ICDAR}, Washington {DC}, {USA}},
    YEAR = {2013},
    pages={516-520},
    doi={10.1109/ICDAR.2013.109},
    URL = {http://clement.chatelain.free.fr/publications/kessentini_icdar2013.pdf}
    }

2012

  • [PDF] [DOI] T. Paquet, L. Heutte, G. Koch, and C. Chatelain, « A categorization system for handwritten documents, » International Journal on Document Analysis and Recognition (IJDAR), vol. 15, iss. 4, pp. 315-330, 2012.
    [Bibtex]
    @ARTICLE{Paq11,
    AUTHOR = {T. Paquet and L. Heutte and G. Koch and C. Chatelain},
    TITLE = {A Categorization System for Handwritten Documents},
    JOURNAL = {International {J}ournal on {D}ocument {A}nalysis and {R}ecognition ({IJDAR})},
    YEAR = {2012},
    VOLUME={15},
    NUMBER={4},
    PAGES = {315-330},
    doi={10.1007/s10032-011-0173-5},
    url = {http://clement.chatelain.free.fr/publications/ijdar2010.pdf},
    }
  • [PDF] [DOI] S. Belgacem, C. Chatelain, A. Ben-Hamadou, and T. Paquet, « Hand tracking using optical-flow embedded particle filter in sign language scenes, » in Computer vision and graphics, 2012, pp. 288-295.
    [Bibtex]
    @InProceedings{Bel12,
    AUTHOR = {S. Belgacem and C. Chatelain and A. Ben-Hamadou and T. Paquet},
    TITLE = {Hand Tracking using Optical-Flow embedded Particle Filter in sign language scenes},
    BOOKTITLE = {{ICCVG}, Varsaw, Poland},
    booktitle={Computer Vision and Graphics},
    volume={7594},
    series={Lecture Notes in Computer Science},
    YEAR = {2012},
    PAGES = {288-295},
    doi={10.1007/978-3-642-33564-8_35},
    URL = {http://clement.chatelain.free.fr/publications/iccvg2012_belgacem.pdf}
    }

2010

  • [PDF] [DOI] C. Chatelain, S. Adam, Y. Lecourtier, L. Heutte, and T. Paquet, « A multi-model selection framework for unknown and/or evolutive misclassification cost problems, » Pattern Recognition, vol. 43, iss. 3, pp. 815-823, 2010.
    [Bibtex]
    @ARTICLE{Cha09,
    AUTHOR = {C. Chatelain and S. Adam and Y. Lecourtier and L. Heutte and T. Paquet},
    TITLE = {A multi-model selection framework for unknown and/or evolutive misclassification cost problems},
    JOURNAL = {Pattern {R}ecognition},
    VOLUME = {43},
    NUMBER = {3},
    PAGES = {815-823},
    YEAR = {2010},
    MONTH = {March},
    doi = "10.1016/j.patcog.2009.07.006",
    URL = {http://hal.archives-ouvertes.fr/docs/00/43/59/54/PDF/pr_chatelain.pdf}
    }
  • C. Chatelain, S. Adam, Y. Lecourtier, L. Heutte, and T. Paquet, « Non-cost-sensitive SVM training using multiple model selection, » Journal of Circuits, Systems and Computers, vol. 19, iss. 1, pp. 231-242, 2010.
    [Bibtex]
    @ARTICLE{Cha08b,
    AUTHOR = {C. Chatelain and S. Adam and Y. Lecourtier and L. Heutte and T. Paquet},
    TITLE = {Non-cost-sensitive {SVM} training using Multiple Model Selection},
    JOURNAL = {Journal of {C}ircuits, {S}ystems and {C}omputers},
    YEAR = {2010},
    VOLUME={19},
    NUMBER={1},
    PAGES = {231-242},
    }
  • [PDF] [DOI] S. Thomas, C. Chatelain, L. Heutte, and T. Paquet, « Alpha-numerical sequences extraction in handwritten documents, » in International conference on frontiers in handwriting recognition (ICFHR), kolkata, india, 2010, pp. 232-237.
    [Bibtex]
    @InProceedings{Tho10b,
    AUTHOR = {S. Thomas and C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Alpha-numerical sequences extraction in handwritten documents},
    BOOKTITLE = {International Conference on Frontiers in Handwriting Recognition {(ICFHR)}, Kolkata, India},
    doi={10.1109/ICFHR.2010.44},
    YEAR = {2010},
    VOLUME={},
    pages={232-237},
    URL = {http://clement.chatelain.free.fr/publications/ICFHR2010Thomasim.pdf}
    }
  • [PDF] [DOI] S. Thomas, C. Chatelain, L. Heutte, and T. Paquet, « An information extraction model for unconstrained handwritten documents, » in International conference on pattern recognition (ICPR), istanbul, turkey, 2010, p. 4.
    [Bibtex]
    @InProceedings{Tho10a,
    AUTHOR = {S. Thomas and C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {An Information Extraction model for unconstrained handwritten documents},
    BOOKTITLE = {International Conference on Pattern Recognition {(ICPR)}, Istanbul, Turkey},
    YEAR = {2010},
    VOLUME={},
    PAGES = {4},
    doi={10.1109/ICPR.2010.833},
    URL = {http://clement.chatelain.free.fr/publications/ICPR10_thomas_chatelain_heutte_paquet.pdf}
    }

2009

  • [PDF] [DOI] B. Labbe, R. Herault, and C. Chatelain, « Learning deep neural networks for high dimensional output problems, » in Ieee international conference on machine learning and applications (ICMLA), Miami, USA, 2009, pp. 63-68.
    [Bibtex]
    @InProceedings{Lab09,
    AUTHOR = {B. Labbe and R. Herault and C. Chatelain},
    TITLE = {Learning Deep Neural Networks for High Dimensional Output Problems},
    BOOKTITLE = {IEEE International Conference on Machine Learning and Applications {(ICMLA)}, {M}iami, {USA}},
    YEAR = {2009},
    doi={10.1109/ICMLA.2009.48},
    VOLUME={},
    pages={63-68},
    URL = {http://hal.archives-ouvertes.fr/docs/00/43/87/14/PDF/icmla09.pdf}
    }

2008

  • [PDF] C. Chatelain, L. Heutte, and T. Paquet, « Recognition-based vs syntax-directed models for numerical field extraction in handwritten documents, » in International conference on frontiers in handwriting recognition (ICFHR), montreal, canada, 2008, pp. 159-164.
    [Bibtex]
    @InProceedings{Cha08a,
    AUTHOR = {C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Recognition-based vs syntax-directed models for numerical field extraction in handwritten documents},
    BOOKTITLE = {International Conference on Frontiers in Handwriting Recognition {(ICFHR)}, Montreal, Canada},
    YEAR = {2008},
    VOLUME={},
    PAGES = {159-164},
    url={http://www.iapr-tc11.org/archive/icfhr2008/Proceedings/papers/cr1045.pdf},
    }

2007

  • [PDF] [DOI] C. Chatelain, S. Adam, Y. Lecourtier, L. Heutte, and T. Paquet, « Multi-objective optimization for SVM model selection, » in ICDAR, curitiba, brazil, 2007, pp. 427-431.
    [Bibtex]
    @InProceedings{Cha07,
    AUTHOR = {C. Chatelain and S. Adam and Y. Lecourtier and L. Heutte and T. Paquet},
    TITLE = {Multi-Objective Optimization for {SVM} Model Selection},
    BOOKTITLE = {{ICDAR}, Curitiba, Brazil},
    YEAR = {2007},
    VOLUME={1},
    PAGES = {427-431},
    doi={10.1109/ICDAR.2007.4378745},
    URL = {http://clement.chatelain.free.fr/publications/icdar07_chatelain.pdf}
    }
  • [PDF] E. Barbu, C. Chatelain, S. Adam, P. Heroux, and E. Trupin, « A simple one class classifier with rejection strategy: application to symbol classification, » in Seventh iapr international workshop on graphics recognition – GREC 2007, curitiba, brazil, 2007.
    [Bibtex]
    @InProceedings{Bar07,
    AUTHOR = {E. Barbu and C. Chatelain and S. Adam and P. Heroux and E. Trupin},
    TITLE = {A simple one class classifier with rejection strategy: application to symbol classification},
    BOOKTITLE = {Seventh IAPR International Workshop on Graphics Recognition - {GREC} 2007, Curitiba, Brazil},
    YEAR = {2007},
    URL = {http://www.buyans.com/POL/UploadedFile/107_4829.pdf}
    }

2006

  • [PDF] C. Chatelain, G. Koch, L. Heutte, and T. Paquet, « Une methode dirigee par la syntaxe pour l’extraction de champs numeriques dans les courriers entrants, » Traitement du Signal, vol. 23, iss. 2, pp. 179-198, 2006.
    [Bibtex]
    @ARTICLE{Cha06d,
    AUTHOR = {C. Chatelain and G. Koch and L. Heutte and T. Paquet},
    TITLE = {Une methode dirigee par la syntaxe pour l'extraction de champs numeriques dans les courriers entrants},
    JOURNAL = {Traitement du {S}ignal},
    YEAR = {2006},
    VOLUME = {23},
    NUMBER={2},
    PAGES = {179-198},
    URL = {http://clement.chatelain.free.fr/publications/ts06_chatelain.pdf}
    }
  • [PDF] C. Chatelain, L. Heutte, and T. Paquet, « Discrimination between digits and outliers in handwritten documents applied to the extraction of numerical fields, » in International workshop on frontiers in handwriting recognition (IWFHR), la baule, france, 2006, pp. 475-480.
    [Bibtex]
    @InProceedings{Cha06g,
    AUTHOR = {C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Discrimination between digits and outliers in handwritten documents applied to the extraction of numerical fields},
    BOOKTITLE = {International Workshop on Frontiers in Handwriting Recognition {(IWFHR)}, La Baule, France},
    YEAR = {2006},
    PAGES = {475--480},
    URL = {http://hal.inria.fr/docs/00/10/36/96/PDF/cr1004245762281.pdf}
    }
  • [PDF] [DOI] C. Chatelain, L. Heutte, and T. Paquet, « A two-stage outlier rejection strategy for numerical field extraction in handwritten documents, » in International conference on pattern recognition (ICPR), hong kong, china, 2006, pp. 224-227.
    [Bibtex]
    @InProceedings{Cha06e,
    AUTHOR = {C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {A two-stage outlier rejection strategy for numerical field extraction in handwritten documents},
    BOOKTITLE = {International Conference on Pattern Recognition {(ICPR)}, Hong Kong, China},
    YEAR = {2006},
    VOLUME = {3},
    PAGES = {224-227},
    doi={10.1109/ICPR.2006.190},
    URL = {http://clement.chatelain.free.fr/publications/icpr06_chatelain.pdf}
    }
  • [PDF] [DOI] C. Chatelain, L. Heutte, and T. Paquet, « Segmentation-driven recognition applied to numerical field extraction from handwritten incoming mail documents, » in Document analysis system, nelson, new zealand, LNCS 3872, springer, 2006, pp. 564-575.
    [Bibtex]
    @InProceedings{Cha06c,
    AUTHOR = {C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Segmentation-driven recognition applied to numerical field extraction from handwritten incoming mail documents},
    BOOKTITLE = {Document Analysis System, Nelson, New Zealand, {LNCS} 3872, Springer},
    URL = {http://clement.chatelain.free.fr/publications/das06_chatelain.pdf},
    doi = {10.1007/11669487_50},
    YEAR = {2006},
    PAGES = {564--575}
    }
  • [PDF] C. Chatelain, « Extraction de sequences numeriques dans des documents manuscrits quelconques, » PhD Thesis, 2006.
    [Bibtex]
    @PhdThesis{Cha06h,
    AUTHOR = {C. Chatelain},
    TITLE = {Extraction de sequences numeriques dans des documents manuscrits quelconques},
    MONTH= {december},
    YEAR = {2006},
    PAGES = {196p},
    URL = {http://clement.chatelain.free.fr/these/these_complete.pdf}
    }

2004

  • [PDF] [DOI] C. Chatelain, L. Heutte, and T. Paquet, « A syntax-directed method for numerical field extraction using classifier combination, » in International workshop on frontiers in handwriting recognition (IWFHR), tokyo, japan, 2004, pp. 93-98.
    [Bibtex]
    @InProceedings{Cha04,
    AUTHOR = {C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {A syntax-directed method for numerical field extraction using classifier combination},
    BOOKTITLE = {International Workshop on Frontiers in Handwriting Recognition {(IWFHR)}, Tokyo, Japan},
    YEAR = {2004},
    PAGES = {93--98},
    doi={10.1109/IWFHR.2004.11},
    URL = {http://clement.chatelain.free.fr/publications/iwfhr04_chatelain.pdf},
    }

___________________________________________________________

French comunications :

2016

  • B. Stuner, C. Chatelain, and T. Paquet, « Cascade de réseaux blstm vérifiée par le lexique pour la reconnaissance d’écriture, » in Rfia, clermont-ferrand, france, 2016.
    [Bibtex]
    @InProceedings{Stu16rfia,
    AUTHOR = {B. Stuner and C. Chatelain and T. Paquet},
    TITLE = {Cascade de réseaux BLSTM vérifiée par le lexique pour la reconnaissance d’écriture},
    BOOKTITLE = {RFIA, Clermont-Ferrand, France},
    YEAR = {2016},
    }
  • S. Belharbi, R. C. Chatelain, and S. and Adam, « Pondération dynamique dans un cadre multi-tâche pour réseaux de neurones profonds, » in Rfia, clermont-ferrand, france, 2016.
    [Bibtex]
    @InProceedings{Bel16rfia,
    AUTHOR = {S. Belharbi and R.Herault C. Chatelain and and S. Adam},
    TITLE = {Pondération dynamique dans un cadre multi-tâche pour réseaux de neurones profonds},
    BOOKTITLE = {RFIA, Clermont-Ferrand, France},
    YEAR = {2016},
    }

2015

  • S. Belharbi, C. Chatelain, R.Herault, and S. Adam, « A unified neural based model for structured output problems, » in Conférence d’apprentissage (cap), lille, france, 2015.
    [Bibtex]
    @InProceedings{Bel15cap,
    AUTHOR = {S. Belharbi and C. Chatelain and R.Herault and S. Adam},
    TITLE = {A Unified Neural Based Model for Structured Output Problems},
    BOOKTITLE = {Conférence d'apprentissage (CAP), Lille, France},
    YEAR = {2015},
    }

2014

  • [PDF] S. Bernard, C. Chatelain, S. Adam, and R. Sabourin, « Apprentissage multiclasse en environnement incertain, » in Societe francophone de classification, rabat, maroc, 2014.
    [Bibtex]
    @InProceedings{Ber14,
    AUTHOR = {S. Bernard and C. Chatelain and S. Adam and R. Sabourin},
    TITLE = {Apprentissage multiclasse en environnement incertain},
    BOOKTITLE = {Societe Francophone de Classification, Rabat, Maroc},
    YEAR = {2014},
    }
  • P. Barlas, C. Chatelain, S. Adam, and T. Paquet, « Détection et segmentation des blocs de texte manuscrits et imprimés dans des documents complexes, » in Cifed, nancy, france, 2014.
    [Bibtex]
    @InProceedings{Bar14a,
    AUTHOR = {P. Barlas and C. Chatelain and S. Adam and T. Paquet},
    TITLE = {Détection et segmentation des blocs de texte manuscrits et imprimés dans des documents complexes},
    BOOKTITLE = {CIFED, Nancy, France},
    YEAR = {2014},
    URL = {http://clement.chatelain.free.fr/publications/CIFED_module1.pdf},
    }
  • T. Kasar, P. Barlas, S. Adam, C. Chatelain, and T. Paquet, « Détection de tableaux dans des documents complexes, » in Cifed, nancy, france, 2014.
    [Bibtex]
    @InProceedings{Kas14,
    AUTHOR = {T. Kasar and P. Barlas and S. Adam and C. Chatelain and T. Paquet },
    TITLE = {Détection de tableaux dans des documents complexes},
    BOOKTITLE = {CIFED, Nancy, France},
    YEAR = {2014},
    }

2012

  • S. Thomas, C. Chatelain, L. Heutte, and T. Paquet, « Combinaison architecture profonde/hmm pour l’extraction de sequences dans des documents manuscrits, » in Cifed, bordeaux, france, 2012.
    [Bibtex]
    @InProceedings{Tho12,
    AUTHOR = {S. Thomas and C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Combinaison architecture profonde/HMM pour l'extraction de sequences dans des documents manuscrits},
    BOOKTITLE = {CIFED, Bordeaux, France},
    URL = {http://clement.chatelain.free.fr/publications/cifed2012.pdf},
    YEAR = {2012},
    }

2010

  • S. Thomas, C. Chatelain, L. Heutte, and T. Paquet, « Un systeme generique d’extraction d’information dans des documents manuscrits non-contraints, » in Cifed, sousse, tunisia, 2010.
    [Bibtex]
    @InProceedings{Tho10,
    AUTHOR = {S. Thomas and C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Un systeme generique d'extraction d'information dans des documents manuscrits non-contraints},
    BOOKTITLE = {CIFED, Sousse, Tunisia},
    YEAR = {2010},
    }

2008

  • [PDF] C. Chatelain, S. Adam, Y. Lecourtier, L. Heutte, T. Paquet, and Y.Oufella, « Optimisation multi-objectif pour la selection de modeles svm, » in Rfia, amiens, france, 2008.
    [Bibtex]
    @InProceedings{Cha08,
    AUTHOR = {C. Chatelain and S. Adam and Y. Lecourtier and L. Heutte and T. Paquet and Y.Oufella},
    TITLE = {Optimisation multi-objectif pour la selection de modeles SVM},
    BOOKTITLE = {RFIA, Amiens, France},
    YEAR = {2008},
    URL = {http://clement.chatelain.free.fr/publications/rfia08_chatelain.pdf}
    }

2007

  • [PDF] C. Chatelain, L. Heutte, and T. Paquet, « Deux strategies pour l’extraction automatique de champs numeriques dans des documents manuscrits, » in 3emes rencontres inter-associations (ria’s2007), 2007.
    [Bibtex]
    @InProceedings{Cha07a,
    AUTHOR = {C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Deux strategies pour l'extraction automatique de champs numeriques dans des documents manuscrits},
    BOOKTITLE = {3emes Rencontres Inter-Associations (RIA's2007)},
    YEAR = {2007},
    URL = {http://www.irit.fr/RIA07/RIAS2007/rias2007_chatelain.pdf}
    }

2006

  • C. Chatelain, L. Heutte, and T. Paquet, « Discrimination chiffre/rejet pour l’extraction de champs numeriques dans des documents manuscrits, » in Cifed, fribourg, suisse, 2006, pp. 55-60.
    [Bibtex]
    @InProceedings{Cha06f,
    AUTHOR = {C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Discrimination chiffre/rejet pour l'extraction de champs numeriques dans des documents manuscrits},
    BOOKTITLE = {CIFED, Fribourg, Suisse},
    YEAR = {2006},
    PAGES = {55--60},
    URL = {http://hal.archives-ouvertes.fr/docs/00/11/39/91/PDF/cifed2006.pdf}
    }
  • C. Chatelain, L. Heutte, and T. Paquet, « Une methode d’extraction automatique de champs numeriques dans des documents manuscrits, » in Egc, lille, france, 2006, pp. 23-34.
    [Bibtex]
    @InProceedings{Cha06b,
    AUTHOR = {C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Une methode d'extraction automatique de champs numeriques dans des documents manuscrits},
    BOOKTITLE = {EGC, Lille, France},
    YEAR = {2006},
    PAGES = {23--34},
    VOLUME = {1}
    }
  • C. Chatelain, L. Heutte, and T. Paquet, « Reconnaissance de champs numeriques dans des documents manuscrits libres, » in Rfia, tours, france, 2006, p. 45–63 (Actes sur CDROM).
    [Bibtex]
    @InProceedings{Cha06a,
    AUTHOR = {C. Chatelain and L. Heutte and T. Paquet},
    TITLE = {Reconnaissance de champs numeriques dans des documents manuscrits libres},
    BOOKTITLE = {RFIA, Tours, France},
    YEAR = {2006},
    URL = {http://www.afrif.asso.fr/archive/rfia2006/pdf/114.pdf},
    PAGES = {45--63 (Actes sur CDROM)}
    }