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Michel Crucianu
cnam.frThèmes de recherche : structuration de grandes bases multimédia et recherche par le contenu dans ces bases. Principaux problèmes abordés : apprentissage statistique semi-supervisé et/ou actif (pour la recherche interactive et la fouille de données mutimédia), index multidimensionnels et métriques, centralisés et distribués (pour le passage à l'échelle de la recherche interactive avec retour de pertinence et de la détection de copies modifiées de vidéos).
Projets
Publications
2019
- [LLC19] Y. Le Cacheux, H. Le Borgne, M. Crucianu. "From Classical to Generalized Zero-Shot Learning: a Simple Adaptation Process", 23rd International Conference on Multimedia Modeling, January 2019, Vol. 11296, pp.1-13, Series LNCS, Thessaloniki, Grece, (DOI: 10.1007/978-3-030-05716-9_38)
Conférence Internationale avec comité de lecture
2018
- [BBC18] A. Besedin, P. Blanchart, M. Crucianu, M. Ferecatu. "Deep Online Storage-free Learning on Unordered Image Streams ​", ECML/PKDD 2017 Workshop on Large-scale Learning from Data Streams in Evolving Environments (IOTSTREAMING-2018), September 2018, pp.-, Dublin, Ireland,
Atelier, Poster ou Démonstration dans une Conférence Internationale
2017
- [YRC17] L. Yang, H. Rodrigues, M. Crucianu, M. Ferecatu. "Fully convolutional network with superpixel parsing for fashion Web image segmentation", International Conference on Multimedia Modeling (MMM2017), January 2017, Vol. 10132(-), pp.139-151, Series LNCS, Reykjavik, Iceland, (DOI: 10.1007/978-3-319-51811-4_12)
- [BBC17] A. Besedin, P. Blanchart, M. Crucianu, M. Ferecatu. "Evolutive deep models for online learning on data streams with no storage", ECML/PKDD 2017 Workshop on Large-scale Learning from Data Streams in Evolving Environments, September 2017, Vol. -(-), pp.-, Skopje, Macedonia,
Conférence Internationale avec comité de lecture
Atelier, Poster ou Démonstration dans une Conférence Internationale
2016
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[NSC16]
N. Niang Keita, G. Saporta, M. Crucianu, P. Rigaux.
"Le certificat « Analyste de données massives » du Conservatoire National des Arts et Métiers",
Statistique et Enseignement,
vol. 7(1), pp. 111-119,
2016
- [TLC16a] T. Tran, H. Le Borgne, M. Crucianu. "Cross-Modal Classification by Completing Unimodal Representations", Workshop Vision and Language Integration Meets Multimedia Fusion, with ACM Multimedia, October 2016, pp. 17-25, Amsterdam, NL, (DOI: 10.1145/2983563.2983570)
- [YCF16] L. Yang, M. Crucianu, M. Ferecatu. "A Global-Local approach to extracting deformable fashion items from Web images", The Pacific-Rim Conference on Multimedia (PCM 2016), September 2016, Vol. 9917, pp.1-12, Series LNCS, Xi'An, China, (DOI: 10.1007/978-3-319-48896-7_1)
- [TLC16] T. Tran, H. Le Borgne, M. Crucianu. "Aggregating Image and Text Quantized Correlated Components", Conference on Computer Vision and Pattern Recognition (CVPR), June 2016, pp.2046-2054, Las Vegas, Etats-Unis, (DOI: 10.1109/CVPR.2016.225)
- [RLF16] H. Randrianarivo, B. Le Saux, M. Ferecatu, M. Crucianu. "Contextual discriminatively trained model mixture for object detection in aerial images", International Conference on Big Data from Space (BiDS'16), March 2016, pp.129-132, Spain, (DOI: 10.2788/854791)
- [YFC16] L. Yang, M. Ferecatu, M. Crucianu, H. Rodrigues. "Classification-Driven Active Contour for Dress Segmentation", 11th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP), February 2016, pp.22-29, Rome, Italie, (DOI: 10.5220/0005721000220029)
Revue Nationale avec comité de lecture
Conférence Internationale avec comité de lecture
2015
- [SFC15] A. Stoian, M. Ferecatu, M. Crucianu, J. Benois-Pineau. "Fast action localization in large scale video archives", IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), vol. 26(10), pp. 1917-1930, 2015, (doi:10.1109/TCSVT.2015.2475835)
- [SFB15] A. Stoian, M. Ferecatu, J. Benois-Pineau, M. Crucianu. "Scalable action localization with kernel-space hashing", IEEE International Conference on Image Processing (ICIP), September 2015, pp.257-261, Quebec, Canada, (DOI: 10.1109/ICIP.2015.7350799)
- [TLC15] T. Tran, H. Le Borgne, M. Crucianu. "Combining Generic and Specific Information for Cross-modal Retrieval", ACM International Conference on Multimedia Retrieval (ICMR), June 2015, pp.551-554, Shanghai, Chine, (DOI: 10.1145/2671188.2749348)
Revue Internationale avec comité de lecture
Conférence Internationale avec comité de lecture
2014
- [SFB14] A. Stoian, M. Ferecatu, J. Benois-Pineau, M. Crucianu. "Fast Cascaded Action Localization In Video Using Frame Alignment", International Workshop on Computational Intelligence for Multimedia Understanding (IWCIM) 2014, October 2014, pp.-,
Atelier, Poster ou Démonstration dans une Conférence Internationale
2013
- [RFC13] G. Russolillo, M. Ferecatu, M. Crucianu. "A Weighted Multidimensional Scaling approach for representing the result of a search", y-BIS 2013: Joint Meeting of Young Business and Industrial Statisticians, September 2013, pp.xx, Instanbul, Turkey,
- [PdC13] A. Pimentel Filho, A. de Albuquerque Araújo, M. Crucianu, V. Gouet-Brunet. "Sketch-Finder: efficient and effective sketch-based retrieval for large image collections.", XXVI Conference on Graphics, Patterns and Images (SIBGRAPI), August 2013, pp.x-xx, Arequipa, Peru,
Conférence Internationale avec comité de lecture
2012
- [BSC12] D. Ballas N., Labbé B., Shabou A., Le Borgne H., Gosselin P. H., Redi M., Merialdo B., Jégou H., Delhumeau J., Vieux R., Mansencal B., Benois-Pineau J., Ayache S., Hamadi A., Safadi B., Thollard F., Derbas N., Quenot G., Bredin H., Cord M., Gao B., Zh, A. Stoian, M. Crucianu. "IRIM at TRECVID 2012: Semantic Indexing and Instance Search", TRECVID - TREC Video Retrieval Evaluation workshop,
- [Cru12] M. Crucianu. "Scalability issues in visual information retrieval", Titre du livre: "J. Benois-Pineau, F. Precioso, M. Cord (eds) Visual indexing and retrieval: from features to decision schemes.", January 2012, Springer Verlag, pp. 65-81, (isbn: 978-1-4614-3587-7)
Conférences Internationales sans actes
Chapitres de Livre
2010
- [PBC10] S. Poullot, O. Buisson, M. Crucianu. "Scaling Content-Based Video Copy Detection to Very Large Databases", Multimedia Tools and Applications, vol. 47(2), pp. 279-306, 2010, (doi:10.1007/s11042-009-0323-7)
- [OCB10] W. Ouertani, M. Crucianu, N. Boujemaa. "Interactive Learning of Heterogeneous Visual Concepts with Local Features", ACM Multimedia 2010 (short paper), November 2010, pp.995-998,
- [YCO10] Yi Yu, M. Crucianu, V. Oria, E. Damiani. "Combining Multi-Probe Histogram and Order-Statistics Based LSH for Scalable Audio Content Retrieval", ACM Multimedia, November 2010, pp.381-390,
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[CP10a]
M. Crucianu, T. Proscholdt.
"On Finding Complementary Clusterings",
ESANN 2010, European Symposium on Artificial Neural Networks, Bruges, Belgique,
January 2010,
pp.487-492,
- [Cru10] M. Crucianu. "Kernel Approximation by Locality Sensitive Hashing with Application to Active Learning", Date de dépot: 2010/01/01, Nb pages 10, (Tech. Rep.: CEDRIC-10-1898)
Revue Internationale avec comité de lecture
Conférence Internationale avec comité de lecture
Rapport Scientifique
2009
- [PCS09] S. Poullot, M. Crucianu, S. Satoh. "Indexing Local Configurations of Features for Scalable Content-Based Video Copy Detection", 1st Workshop on Large-Scale Multimedia Retrieval and Mining (LS-MMRM) in conjunction with ACM Multimedia 2009, Beijing, China, November 2009, pp.43-50,
- [YCO09] Yi Yu, M. Crucianu, V. Oria, L. Chen. "Local Summarization and Multi-Level LSH for Retrieving Multi-Variant Audio Tracks", MM'09: ACM Multimedia, Beijing, China, January 2009, pp.341-350,
- [Cru09] M. Crucianu. "Image retrieval and relevance feedback", Titre du livre: "Encyclopedia of Database Systems", January 2009, Springer, pp. 1384-1389, (isbn: 978-0-387-35544-3)
Conférence Internationale avec comité de lecture
Chapitres de Livre
2008
- [FBC08] M. Ferecatu, N. Boujemaa, M. Crucianu. "Semantic interactive image retrieval combining visual and conceptual content description", ACM Multimedia Systems Journal, vol. 13(5), pp. 309-322, 2008, (doi:10.1007/s00530-007-0094-9)
- [CTF08] M. Crucianu, J. Tarel, M. Ferecatu. "An Exploration of Diversified User Strategies for Image Retrieval with Relevance Feedback", Visual Languages and Computing, vol. 19, pp. 629-636, 2008, (doi:10.1016/j.jvlc.2008.04.006)
- [CEO08] M. Crucianu, D. Estevez, V. Oria, J. Tarel. "Speeding Up Active Relevance Feedback with Approximate kNN Retrieval for Hyperplane Queries", International Journal of Imaging Systems and Technology, vol. 18(2), pp. 150-159, 2008, (doi:10.1002/ima.20151)
- [PCB08a] S. Poullot, M. Crucianu, O. Buisson. "Scalable Mining of Large Video Databases Using Copy Detection", ACM Multimedia, January 2008, pp.61-70, (DOI: 10.1145/1459359.1459368)
- [PCB08] S. Poullot, M. Crucianu, O. Buisson. "Fast Content-Based Mining of Web2.0 Videos", Pacific-Rim Conference on Multimedia, January 2008, Vol. 5353, pp.99-108, (DOI: 10.1007/978-3-540-89796-5_11)
- [PCB08b] S. Poullot, M. Crucianu, O. Buisson. "Passage à l'échelle de la fouille vidéo basée sur la détection de copies", BDA'08 : 23èmes Journées Bases de Données Avancées, Guilherand-Granges, January 2008, pp.45-60,
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[BCV08a]
F. Boisson, M. Crucianu, D. Vodislav.
"Content-Based Search in Distributed Multimedia Databases: Addressing Heterogeneity and Provider-Side Privacy",
CHORUS P2P Workshop 1P2P4mm (colocated with InfoScale 2008), Vico Equense, Italy,
- [FBC08a] M. Ferecatu, N. Boujemaa, M. Crucianu. "Interactive image retrieval using a hybrid visual and conceptual content representation", Titre du livre: "Multimodal Processing and Interaction", January 2008, pp. 1-20, (doi: 10.1007/978-0-387-76316-3_10) (isbn: 978-0-387-76315-6)
-
[BCV08]
F. Boisson, M. Crucianu, D. Vodislav.
"Publication Framework for Content-Based Search in Heterogeneous Distributed Multimedia Databases",
Date de dépot: 2008/01/01,
(Tech. Rep.: CEDRIC-08-1585)
Revue Internationale avec comité de lecture
Conférence Internationale avec comité de lecture
Conférence Nationale avec comité de lecture
Conférences Internationales sans actes
Chapitres de Livre
Rapport Scientifique
2007
- [PBC07] S. Poullot, O. Buisson, M. Crucianu. "Z-grid-based Probabilistic Retrieval for Scaling Up Content-Based Copy Detection", ACM Int. Conf. on Image and Video Retrieval, Amsterdam, January 2007, pp.348-355, (DOI: 10.1145/1282280.1282334)
- [CEO07] M. Crucianu, D. Estevez, V. Oria, J. Tarel. "Recherche approximative des kppv pour des requêtes hyperplans, avec application au contrôle de pertinence actif", BDA'07 : 23èmes Journées Bases de Données Avancées, Marseille, January 2007, pp.75-88,
