! Publications '''[+2013+]''' * "Interactive plant identification based on social image data", A. Joly, H. Goeau, P. Bonnet, V. Bakic, J. Barbe, S. Selmi, I. Yahiaoui, J. Carre, E. Mouysset, J.-F. Molino, N. Boujemaa, D. Barthelemy, in Ecological Informatics journal, August 2013, [[http://authors.elsevier.com/sd/article/S157495411300071X|pdf]] * "Object-based visual query suggestion", A. Hamzaoui, P. Letessier, A. Joly, O. Buisson, N. Boujemaa, in MTAP journal, January 2013, [[http://link.springer.com/article/10.1007/s11042-012-1340-5|pdf]] * "Imageclef 2013: the vision, the data and the open challenges", Caputo B., Muller H., Thomee B., Villegas M., Paredes R., Zellhofer D., Goëau H., Joly A., Bonnet P., Martinez Gomez J., Garcia Varea I., Cazorla M., in proceedings of CLEF 2013, LNCS, 2013 * "Small objects query suggestion in a large web-image collection", P. Letessier, N. Hervé, J. Champ, A. Joly, O. Buisson and A. Hamzaoui, Technical demo, ACM Multimedia conference, 2013 * "Pl@ntNet Mobile App", H. Goëau, P. Bonnet, A. Joly, V. Bakic, J. Barbe, S. Selmi, J. Carré, D. Barthelemy, N. Boujemaa, J.-F. Molino, G. Duché and A. Péronnet, Technical demo, ACM Multimedia conference, 2013 * "otmedia: The French Transmedia News Observatory", N. Hervé, M.-L. Viaud, J. Thièvre, A. Saulnier, P. Letessier, J. Champ, O. Buisson and A. Joly, Technical demo, ACM Multimedia conference, 2013 * "The Imageclef Plant Identification Task 2013", H. Goeau, A. Joly, P. Bonnet, V. Bakic, J.-F. Molino, D. Barthelemy, N. Boujemaa, 2nd ACM International Workshop on Multimedia Analysis for Ecological Data, ACM MM 2013 '''[+2012+]''' * "Scalable Mining of Small Visual Objects", P. Letessier, O. Buisson, A. Joly, in proceedings of ACM Multimedia 2012 [[http://www-sop.inria.fr/members/Alexis.Joly/fp021-letessier.pdf|pdf]] * "Multi-Organ Plant Identification", H. Goeau, P. Bonnet, J. Barbe, V. Bakic, A. Joly, J-F. Molino, in proceedings of ACM International Workshop on Multimedia Analysis for Ecological Data, 2012 [[http://www-sop.inria.fr/members/Alexis.Joly/maed022s-goeau.pdf|pdf]] * "The IMAGECLEF 2012 Plant identi cation Task", H. Goeau, P. Bonnet, A. Joly, I. Yahiaoui, D. Barthelemy, N. Boujemaa, J-F. Molino, in working notes of CLEF 2012 [[http://www.clef-initiative.eu/documents/71612/bd951435-a4bb-4f05-a4bd-a839153c9ff0|pdf]] * "Hash-Based Support Vector Machines Approximation for Large Scale Prediction", S. Litayem, A. Joly, N. Boujemaa, in proceedings of BMVC 2012 [[http://www-sop.inria.fr/members/Alexis.Joly/bmvc_final.pdf|pdf]] * "Blasso for object categorization and retrieval: Towards interpretable visual models", Ahmed Rebai, Alexis Joly, Nozha Boujemaa, in Pattern Recognition journal, Volume 45, Issue 6, June 2012, Pages 2377-2389 [[http://www.sciencedirect.com/science/article/pii/S0031320311004766|pdf]] * "Distributed KNN-Graph approximation via Hashing", M.R. Trad, A. Joly, N. Boujemaa, in proceedings of ICMR 2012 [[http://dl.acm.org/citation.cfm?id=2324847|pdf]] * "Visual-Based Transmedia Events Detection", A. Joly, J. Champ, P. Letessier, N. Hervé, O. Buisson, ML. Viaud, in proceedings of ACM Multimedia 2012, Grand Challenge session, Nara, Japan [[http://www-sop.inria.fr/members/Pierre.Letessier/pdf/gcp017-joly.pdf|pdf]] * "Plant Leaves Morphological Categorization with Shared Nearest Neighbours Clustering", A. Hamzaoui, A. Joly, H. Goeau, in proceedings of ACM International Workshop on Multimedia Analysis for Ecological Data, 2012 [[http://www-sop.inria.fr/members/Alexis.Joly/maed034s-hamzaoui.pdf|pdf]] * "Inria's Participation at IMAGECLEF 2012 Plant Identification Task", V. Bakic, I. Yahiaoui, S. Mouine, S. Litayem,W. Ouertani, A. Verroust-Blondet H. Goeau, A. Joly, in working notes of CLEF 2012 [[http://www.clef-initiative.eu/documents/71612/e43877ac-81ed-4fdd-adbb-5608f5c95da9|pdf]] * "Distributed approximate KNN Graph construction for high dimensional Data", M.R. Trad, A. Joly, N. Boujemaa, in proceedings of KD-Cloud 2012 [[http://bda2012.isima.fr/files/paper18.pdf|pdf]] '''[+2011+]''' * ''Random Maximum Margin Hashing'', A. Joly, O. Buisson, CVPR 2011, [[http://deuxalex.free.fr/rmmh-cvpr-certified-IEEE-eXpress.pdf|pdf]] * ''The CLEF 2011 Plant Images Identification Task'', Herve Goeau, Alexis Joly, Itheri Yahiaoui, Pierre Bonnet, and Elise Mouysset, CLEF 2011, [[http://www.imageclef.org/system/files/ImageCLEF2011plant_overview.pdf|pdf]] * ''Consistent Visual Words Mining with Adaptive Sampling'', P. Letessier, O. Buisson, A. Joly, in proceedings of ICMR 2011 [[http://www-sop.inria.fr/members/Alexis.Joly/ICMR2011Letessier-vf.pdf|pdf]] * ''Large scale visual-based event matching'', M.R. Trad, A. Joly, N. Boujemaa, in proceedings of ICMR 2011 [[http://dl.acm.org/citation.cfm?id=1992049|pdf]] * ''Interpretable Visual Models for Human Perception-Based Object Retrieval'', A. Rebai, A. Joly, N. Boujemaa, in proceedings of ICMR 2011 [[http://www-rocq.inria.fr/~arebai/papers/11/icmr11_rebai.pdf|pdf]] * ''Visual-based plant species identification from crowdsourced data'', Herve Goeau, Alexis Joly, Souheil Selmi, Pierre Bonnet, Elise Mouysset and Laurent Joyeux, ACM Multimedia 2011 demo, [[http://deuxalex.free.fr/PlantCrowdsourcedACM.pdf|pdf]] * ''Participation of INRIA & Pl@ntNet to [[http://www.imageclef.org/2011/plants|ImageCLEF 2011 plant classi cation task]]'', Herve Goeau, Alexis Joly, Itheri Yahiaoui, Pierre Bonnet, and Elise Mouysset, CLEF 2011, [[http://clef2011.org/resources/proceedings/Goeau_Clef2011.pdf|pdf]] '''[+2010+]''' * ''Multi-source shared nearest neighbours for multi-modal image clustering'', A. Hamzaoui, A. Joly, N. Boujemaa, in Multimedia Tools and Applications journal, 51(2), 2010 [[http://www.springerlink.com/content/w667348111437076/fulltext.pdf|pdf]] * ''Cross-disciplinary Challenges and Recommendations regarding the Future of Multimedia Search Engines'', N. Boujemaa, H. Gouraud, R. Compano, J. Karlgren, P. v. d. Linden, P. King, N. Sebe, J. Köhler, A. Joly, J. Geurts, C. Dosch, R. Ortgies, A. Rudström, M. Kauber, J-C. Point, J-Y. Le Moine, Publications Office of the European Union, isbn 978-92-79-15290-0 [[http://cordis.europa.eu/fp7/ict/netmedia/docs/publications/multimedia-search.pdf|pdf]]. '''[+2009+]''' * ''Logo Retrieval with A Contrario Visual Query Expansion'', A. Joly, O. Buisson, in Proc. of ACM Multimedia, 2009 [[http://portal.acm.org/ft_gateway.cfm?id=1631361&type=pdf&coll=GUIDE&dl=GUIDE&CFID=97284134&CFTOKEN=72972342|pdf]]. * ''Interactive objects retrieval with efficient boosting'', S. Litayem, A. Joly, N. Boujemaa, in Proc. of ACM Multimedia, 2009 [[http://portal.acm.org/ft_gateway.cfm?id=1631352&type=pdf&coll=GUIDE&dl=GUIDE&CFID=99632343&CFTOKEN=68593505|pdf]] * ''Multi-source RSC Model for Multiple Search Result Clustering'', A. Hamzaoui, A. Joly, N. Boujemaa, in Proc. of Int. Conf. on Computer and Electrical Engineering, 2009 [[http://www.computer.org/portal/web/csdl/doi/10.1109/ICCEE.2009.55|pdf]] * ''VITALAS at TRECVID-2009'', C. Diou, G. Stephanopoulos, N. Dimitriou, P. Panagiotopoulos, C. Papachristou, A. Delopoulos, H. Rode, T. Tsikrika, A. De Vries, D. Schneider, J. Schwenninger, M-L. Viaud, A. Saulnier, P. Altendorf, B. Schröter, M. Elser, A. Rego, A. Rodriguez, C. Martínez, I. Etxaniz, G. Dupont, B. Grilhères, N. Martin, N. Boujemaa, A. Joly, R. Enficiaud, A. Verroust-Blondet, S. Selmi, M. Khadhraoui, in Proc. of NIST TRECVID Workshop, 2009 [[http://www-nlpir.nist.gov/projects/tvpubs/tv9.papers/vitalas.pdf|pdf]] * ''Advances in taxonomic identification by image recognition with the generic content-based image retrieval system IKONA'', M. Coutaud, P. Bonnet, A. Joly, R. Enficiaud, N. Boujemaa, D. Barthélémy, poster presentation at e-Biosphere 09: International Conference on Biodiversity Informatics, 2009 [[http://www.e-biosphere09.org/posters/G8.pdf|pdf]] '''[+2008+]''' * ''A Posteriori Multi-Probe Locality Sensitive Hashing'', A. Joly, O. Buisson, in Proc. of ACM Multimedia, 2008 [[http://portal.acm.org/ft_gateway.cfm?id=1459388&type=pdf&coll=GUIDE&dl=GUIDE&CFID=52133216&CFTOKEN=44216308|pdf]]. * ''INRIA-IMEDIA TRECVID 2008: Video Copy Detection'', A. Joly, J. Law-to, N. Boujemaa, in NIST TRECVID 2008 notebook papers, 2008 [[http://www-nlpir.nist.gov/projects/tvpubs/tv8.papers/inria-imedia.pdf|pdf]]. '''[+2007+]''' * ''New local descriptors based on dissociated dipoles'', A. Joly, in Proc. of ACM International Conference on Image and Video Retrieval, 2007 [[http://portal.acm.org/citation.cfm?id=1282280.1282362|pdf]]. * ''Content-Based Copy Detection using Distortion-Based Probabilistic Similarity Search'', A. Joly, O. Buisson and C. Frélicot, in IEEE Transactions on Multimedia, Vol. 9, No. 2., pp. 293-306, 2007 [[http://www-rocq.inria.fr/~ajoly/ajoly_TMA07.pdf|pdf]]. * ''Interpretability Based Interest Points Detection'', A. Rebai, A. Joly and N. Boujemaa, in Proc. of ACM International Conference on Image and Video Retrieval, 2007 [[http://www-rocq.inria.fr/~arebai/papers/07/civr.pdf|pdf]]. * ''Video Copy Detection: a Comparative Study'', Julien Law-To, L. Chen, Alexis Joly, Yvan Laptev, Olivier Buisson, Valerie Gouet, Nozha Boujemaa, Fred Stentiford, in Proc. of ACM International Conference on Image and Video Retrieval, 2007 [[http://obuisson.free.fr/publis/JLT_CIVR2007.pdf|pdf]]. * ''Video and image copy detection demo'', Julien Law-To, Alexis Joly, L. Joyeux, N. Boujemaa, O. Buisson, V. Gouet, in Proc. of ACM International Conference on Image and Video Retrieval, 2007 [[http://portal.acm.org/citation.cfm?id=1282295#|pdf]]. '''[+2006+]''' * ''Constant Tangential Angle Elected Interest Points'', A. Rebai, A. Joly and N. Boujemaa, in Proc. of ACM SIGMM International Workshop on Multimedia Information Retrieval (MIR'06), 2006 [[http://www-rocq.inria.fr/~ajoly/ajolyMIR06.pdf|pdf]]. * ''Retrieving transformed images with new local descriptors based on dissociated dipoles'', A. Joly, in Proc. of Imageval Workshop, 2006 [[http://www.imageval.org/Workshop/INRIA_IMEDIA_T01_ImagEVAL06_p.pdf|pdf]]. '''[+2005+]''' * ''Content-based video copy detection in large databases: A local fingerprints statistical similarity search approach'', A. Joly, C. Frélicot and O. Buisson, in Proceedings of the International Conference on Image Processing, 2005 [[http://www-rocq.inria.fr/~ajoly/ajolyICIP05.pdf|pdf]]. * ''Recherche par similarité statistique dans une grande base de signatures locales pour l'identification rapide d'extraits vidéo'', A. Joly, Phd. Thesis, 2005 [[http://www-rocq.inria.fr/~ajoly/ajoly_thesis.pdf|pdf]]. * "Statistical similarity search applied to content-based video copy detection", A. Joly, C. Frélicot and O. Buisson, International IEEE Workshop on Managing Data for Emerging Multimedia Applications, 2005 [[http://www-rocq.inria.fr/~ajoly/ajolyEMMA05.pdf|pdf]]. * ''Discriminant Local Features Selection using Efficient Density Estimation in a Large Database'', A. Joly and O. Buisson, ACM Int. Workshop on Multimedia Information Retrieval, invited paper, 2005 [[http://www-rocq.inria.fr/~ajoly/ajolyMIR05vf.pdf|pdf]]. * ''Recherche par similarité statistique appliquée à la recherche de video par le contenu'', A. Joly, C. Frélicot et O. Buisson, 21émes journées Bases de Données Avancées, 2005 [[http://www-rocq.inria.fr/~ajoly/ajolyBDA05.pdf|pdf]]. * ''A Comparison between a Local Feature and a Global Feature for Identical Video Segment Detection'', F. Yamagishi, S'I. Sato, A. Joly, O. Bu '''[+2003+]''' * ''Robust content-based video copy identification in a large reference database', Joly, A., Frélicot, C., & Buisson, O. (2003). In Image and Video Retrieval (pp. 414-424). Springer Berlin Heidelberg.