. Dans-ce-chapitre, nous résumons dans un premier temps la problématique et les propositions faites dans cette thèse, et dans un deuxième temps les principales perspectives de recherche

F. Henri and K. Lundgren-cayrol, Apprentissage collaboratif à distance. Presses de l, 2001.

L. Dunckley, Multimedia database : An object-relational approach. Book, pp.337-338, 2003.

S. Staab, K. Petridis, D. Anastasopoulos, C. Saathoff, N. Timmermann et al., M-ontomat-annotizer : Linking ontologies with multimedia low-level features for automatic image annotation, Demos and Posters of the 3rd European SemanticWeb Conference (ESWC), 2006.

I. L. Coman and I. K. Sethi, Mining association rules between low-level image features and high-level concepts, Proceedings of the SPIE Data Mining And Knowledge Discovery, vol.III, pp.279-290, 2001.

A. Vailaya and A. Jain, Image retrieval using colour and shape, Pattern Recognition, vol.29, pp.1233-1244, 1993.

A. D. Bimbo, G. Serra, A. D. Bagdanov, M. Bertini, and C. Torniai, Semantic annotation and retrieval of video events using multimedia ontologies, IEEE Computer Society Conference, pp.713-720, 2007.

D. Forsyth, N. De-freitas, D. M. Blei, K. Barnard, P. Duygulu et al., Matching words and pictures, JMLR, vol.3, pp.1107-1135, 2003.

S. Dasiopoulou and I. Kompatsiaris, Trends and Issues in Description Logics Frameworks for Image Interpretation, Artificial Intelligence : Theories, Models and Applications, pp.611-770, 2010.
DOI : 10.1007/978-3-642-12842-4_10

M. Dong, C. Yang, and J. Hua, Region-based image annotation using asymmetrical support vector machine-based multiple-instance learning, Conference on Computer Vision and Pattern Recognition (CVPR) 06, pp.2057-2063, 2006.

L. Zhang, C. Wang, F. Jing, and H. J. Zhang, Image annotation refinement using random walk with restarts, ACM MULTIMEDIA 06, pp.647-650, 2006.

W. Y. Li, X. Ma, M. Rui, N. Li, and . Yu, Bipartite graph reinforcement model for web image annotation, MULTIMEDIA 07, pp.585-594, 2007.

S. C. , A. Ventresque, and P. Lamarre, Echange d'information grâce à des caractéristiques sémantiques. Modèles'Formels de l'interaction -MFI 05, 2005.

S. Marchi-simonetta-montemagni-claudio-andreatta-rodolfo-stecher-roberto-bartolini, E. Giovannetti, and P. Bouquet, Multimedia information extraction in ontology-based semantic annotation of product catalogues. Semantic Web Applications and Perspectives -SWAP, 2006.

I. Terziev, D. Manov, A. Kiryakov, B. Popov, and D. Ognyanoff, Semantic annotation, indexing, and retrieval, Journal of Web Semantics, vol.2, issue.1, 2004.

G. Adomavicius and A. Tuzhilin, Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions, IEEE Transactions on Knowledge and Data Engineering, vol.17, issue.6, pp.734-749, 2005.
DOI : 10.1109/TKDE.2005.99

L. Von, A. , and L. Dabbish, Labeling images with a computer game, Proceedings of the 2004 conference on Human factors in computing systems , CHI '04, 2004.
DOI : 10.1145/985692.985733

K. H. , Z. Wang, O. Gnawali, and L. J. Guibas, Collaborative image annotation using image webs, Army Science Conference, 2010.

P. Volkmer and J. R. Smith, A web-based system for collaborative annotation of large image and video collections, Proceedings of the 13th annual ACM international conference on Multimedia , MULTIMEDIA '05, 2005.
DOI : 10.1145/1101149.1101341

M. Herout, P. Zemcik, and L. Polok, Image features for real-time object detection, ICCVG 2008 Proceedings of the International Conference on Computer Vision and Graphics : Revised Papers, pp.239-248, 2008.

C. Vacura, V. Svatek, and R. Troncy, Describing low-level image features using the COMM ontology, 2008 15th IEEE International Conference on Image Processing, 2008.
DOI : 10.1109/ICIP.2008.4711688

W. Förstner, A framework for low level feature extraction, European conference on Computer Vision, pp.383-394, 1994.
DOI : 10.1007/BFb0028370

H. Soliman, M. M. El-gayar, and N. Meky, A comparative study of image low level feature extraction algorithms, Egyptian Informatics journal, vol.4, pp.175-181, 2013.

W. C. Karl, H. Feng, and D. A. Castanon, A curve evolution approach for image segmentation using adaptive flows, Proceedings of the International Conference on Computer Vision (ICCV), pp.494-499, 2001.

B. S. Majunath and W. Y. Ma, Edge flow : a framework of boundary detection and image segmentation, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp.744-749, 1997.

G. Lu, W. Liu, and D. Zhang, A survey of content-based image retrieval with high-level semantics, Pattern Recognition, vol.40, issue.1, pp.262-282, 2007.
DOI : 10.1016/j.patcog.2006.04.045

Z. Nicolas, Indexation d'images 2d vers une reconnaissance d'objets multicritères, Thèse, 12 Juillet, 2006.

T. Zhang and . Tan, Brief review of invariant texture analysis methods, Pattern Recognition, vol.35, issue.3, pp.735-747, 2002.
DOI : 10.1016/S0031-3203(01)00074-7

URL : https://hal.archives-ouvertes.fr/inria-00548263

J. Weszka and A. Rosenfeld, Picture recognition, Digital Pattern Recognition, pp.135-166, 1980.

G. Lu and D. Zhang, Study and evaluation of different fourier methodes for image retrieval, Image Vision Computing, vol.23, 2005.

J. Daugman, Uncertainty relation for resolution in space, spatial frequency, and orientation optimized by two-dimensional visual cortical filters, Journal of the Optical Society of America A, vol.2, issue.7, pp.1160-1169, 1985.
DOI : 10.1364/JOSAA.2.001160

W. Giesler, A. Bovik, and M. Clark, Multichannel texture analysis using localised spatial filters, IEEE Trans. Pattern Analysis and Machine Intelligence, vol.12, pp.53-73, 1990.

S. Mallat, Multifrequency channel decompositions of images and wavelet models, IEEE Transactions on Acoustics, Speech, and Signal Processing, vol.37, issue.12, pp.2091-2110, 1989.
DOI : 10.1109/29.45554

J. A. Fan and . Laine, Texture classification by wavelet packet signatures, IEEE Trans. Pattern Analysis and Machine Intelligence, vol.15, issue.11, pp.1186-1191, 1993.

V. Hlavac, M. Sonka, and R. Boyle, Image processing, analysis and machine vision, 1999.

M. G. Strintzis, V. Mezaris, and I. Kompatsiaris, An ontology approach to object-based image retrieval, Proceedings of the ICIP, pp.511-514, 2003.

D. Chan, G. Wiederhold, J. Z. Wang, and J. Li, Semantics-sensitive retrieval for digital picture libraries. Digital Library Magazine, 1999.

B. Manjunath and W. Y. Ma, Netra : a toolbox for navigating large image databases, Proceedings of the IEEE International Conference on Image Processing, pp.568-571, 1997.

A. Zhang, Y. Song, and W. Wang, Automatic annotation and retrieval of images, J. World Wide Web, vol.6, issue.2, pp.209-231, 2003.

B. Rogowitz and A. Mojsilovic, Isee : perceptual features for image library navigation, Proceedings of the SPIE, Human Vision and Electronic Imaging, pp.266-277, 2002.

N. Chehata-franck-taillandier-laurent-guigues, R. Trias-sanz, and M. Deveau, Segmentation multi-échelles d'images : théorie et applications. Bulletin d'Information Scientifique Technique de l'IGN, 2006.

P. Meer and D. Comaniciu, Robust analysis of feature spaces : color image segmentation, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp.750-755, 1997.

B. Dimitrov, P. L. Stanchev, and D. Green-jr, High level color similarity retrieval, Int. J. Inf. Theories Appl, vol.10, issue.3, pp.363-369, 2003.

J. Oh, K. A. Hua, and K. Vu, Sammatch : a flexible and efficient sampling-based image retrieval technique for large image databases, Proceedings of the Seventh ACM International Multimedia Conference, pp.225-234, 1999.

J. Touscha and S. Herbin, Semantic hierarchies for image annotation: A survey, Pattern Recognition, vol.45, issue.1, pp.333-345, 2012.
DOI : 10.1016/j.patcog.2011.05.017

M. Worring, I. Smeulders, and I. , Content-based image retrieval at the end of the early years, IEEE Transactions on Pattern Analysis And Machine Intelligence, vol.22, issue.12, 2000.

P. Laublet, J. Charlet, and C. Reynaud, Action spécifique 32 cnrs / stic web sémantique :. Rapport final, 2003.

X. Lacot, Introduction à owl, un langage xml d'ontologies web, 2005.

T. R. Gruber, Toward principles for the design of ontologies used for knowledge sharing?, International Journal of Human-Computer Studies, vol.43, issue.5-6, pp.5-6907, 1995.
DOI : 10.1006/ijhc.1995.1081

G. Schreiber-jan-wielemaker-bob-wielinga-laura-hollink, G. Nguyen, and M. Worring, Adding spatial semantics to image annotations, 4th International Workshop On Knowledge Markup And Semantic Annotation At Iswc'04, 2004.

N. Guarino, Formal ontology in information systems, Proceedings of FOIS'98, pp.3-15, 1998.

R. M. Smullyan, First-Order Logic, 1968.
DOI : 10.1201/b10689-23

S. Decker, -. Fensel, F. Van-harmelen, J. Broekstra, M. Klein et al., Enabling knowledge representation on the web by extending rdf schema, Computer Networks, vol.39, issue.5, pp.609-634, 2002.

T. A. Le and P. , De l'optimisation à la décomposition de l'ontologie dans la logique de description, Thèse, 2008.

R. Troncy, J. Charlet, and B. Bachimont, Ontologies pour le web sémantique, 2003.

J. Champavère, De la représentation des connaissances au web sémantique : Un survol. Rapport, Mars, 2010.

P. Lepain, P. Aigrain, P. Joly, and V. Longueville, Content-based representation and retrieval of visual media : A-state-of-the-art review, Journal of Multimedia Tools and Applications, vol.3, pp.179-202, 19961996.

J. J. Fan, K. Y. Su, G. Salton, and M. J. Mcgill, An efficient algorithm for matching multiple patterns An introduction to modern information retrieval, IEEE Trans. Knowl. Data Eng, vol.5, issue.2, pp.339-351, 1983.

G. Bonfiglio-dosio, M. Agosti, and N. Ferro, A historical and contemporary study on annotations to derive key features for systems design. in Int, Digital Libraries Journal, vol.8, issue.1, pp.1-19, 2007.

J. Bradley, Pliny : A model for digital support of scholarship, Journal of Digital Information, vol.9, issue.1, 2008.

F. C. Sasa, N. , M. Jazayeri, and G. Dragan, Concept-based semantic annotation, indexing and retrieval of office-like document units. RIAO 10 Adaptivity , Personalization and Fusion of Heterogeneous Information, pp.134-135, 2010.

A. Moffat and J. Zobel, Self-indexing inverted files for fast text retrieval, ACM Transactions on Information Systems, vol.14, issue.4, pp.349-379, 1996.
DOI : 10.1145/237496.237497

R. , S. Davis, A. J. Kent, and K. Ramamohanarao, A signature file scheme based on multiple organizations for indexing very large text databases, JASIS, issue.7, pp.41508-534, 1990.

R. , M. Lavrenko, V. , and J. Jeon, A model for learning the semantics of pictures, Advances in Neural Information Processing Systems, 2004.

J. F. De-freitas-duygulu, P. , K. Barnard, and D. A. Forsyth, Object recognition as machine translation : Learning a lexicon for a fixed image vocabulary, ECCV-European conference on Computer Vision, pp.97-112, 2002.

P. J. Moreno-carneiro, G. , A. B. Chan, and N. Vasconcelos, Supervised Learning of Semantic Classes for Image Annotation and Retrieval, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.29, issue.3, 2007.
DOI : 10.1109/TPAMI.2007.61

V. Lavrenko-jeon, J. , and R. Manmatha, Automatic image annotation and retrieval using cross ? media relevance models, Proc. ACM SIGIR Conf. Research and Development in Information Retrieval, pp.119-126, 2003.

J. Y. Chai, R. Jin, and L. Si, Effective automatic image annotation via a coherent language model and active learning, Proc. ACM Multimedia Conference, pp.892-899, 2004.

Y. Gao and J. Fan, Incorporating concept ontology to enable probabilistic concept reasoning for multi-level image annotation, Proceedings of the 8th ACM international workshop on Multimedia information retrieval , MIR '06, pp.79-88, 2006.
DOI : 10.1145/1178677.1178691

V. Pavlovi, A. Makadi, and S. Kuma, Baselines for image annotation, International Journal on Computer Vision, 2010.

C. Millet, Annotation automatique d'images : annotation cohérente et création automatique d'une base d'apprentissage, Thèse, 2008.

Y. Sun-hongjiang-zhang-mary-czerwinski-liu-wenyin, S. Dumais, and B. Field, Semi-automatic image annotation, Proc. of Interact : Conference on Human- Computer Interaction, 2001.

R. Wong and C. Leung, Automatic Semantic Annotation of Real-World Web Images, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.30, issue.11, pp.1933-1944, 2008.
DOI : 10.1109/TPAMI.2008.125

J. P. Gao, H. Z. Fan, and . Luo, Integrating concept ontology and multitask learning to achieve more effective classifier training for multilevel image annotation, IEEE Trans. Image Processing, vol.17, issue.3, pp.407-426, 2008.

Y. Xue, J. Gao, R. Fan, and . Jain, Automatic image annotation by incorporating feature hierarchy and boosting to scale up svm classifier, ACM MULTIMEDIA 06, pp.901-910, 2006.

S. Barat, Modèles graphiques probabilistes pour la reconnaissance de formes, Thèse, 2009.

H. Hacid, Annotation semi-automatique de grandes bd images : Approche par graphes de voisinage. CORIA, pp.205-211, 2006.

Z. Lin, G. Liu, and Y. Yu, Radon representation-based feature descriptor for texture classification, IEEE Trans. Image Processing, vol.18, issue.3, pp.921-928, 2009.

J. Urban and J. M. Jose, Adaptive image retrieval using a Graph model for semantic feature integration, Proceedings of the 8th ACM international workshop on Multimedia information retrieval , MIR '06, pp.117-126, 2006.
DOI : 10.1145/1178677.1178696

C. Faloutsos, J. Y. Pan, H. J. Yang, and P. Duygulu, Gcap : Graph-based automatic image captioning, p.146, 2004.

. Nhu-van-nguyen, Représentations visuelles de concepts textuels pour la recherche et l'annotation interactives d'images, Thèse, 2011.

J. Urban, V. Stathopoulos, and J. Jose, Semantic relationships in multimodal graphs for automatic image annotation, ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval, pp.490-497, 2008.

H. Pham-minh, Apprentissage automatique. travail d'intérêt personnel encadré, 2004.

C. Burges, A tutorial on support vector machines for pattern recognition, Data Mining and Knowledge Discovery, vol.2, issue.2, pp.121-167, 1998.
DOI : 10.1023/A:1009715923555

L. Breiman, Random forests, Machine Learning, pp.5-32, 2001.

S. Barrat and S. Tabbone, Classification and Automatic Annotation Extension of Images Using Bayesian Network, 2009.
DOI : 10.1007/978-3-540-89689-0_97

URL : https://hal.archives-ouvertes.fr/inria-00339113

C. P. Town and D. Sinclair, Content-based image retrieval using semantic visual categories . Society for Manufacturing Engineers, 2001.

A. Boucher and T. Le, Comment extraire la sémantique d'une image, International Conference on Sciences of Electronic, Technologies of Information and Telecommunications -SETIT

B. Bouzy, Apprentissage par renforcement, 2005.

R. Manmatha, S. Feng, and V. Lavrenko, Multiple bernoulli relevance models for image and video annotation, Conference on Computer Vision and Pattern Recognition (CVPR) '04, pp.1002-1009, 2004.

M. David, M. I. Blei, and . Jordan, Modeling annotated data, SIGIR'03, pp.127-134, 2003.

M. Li, W. Ma, R. Zhang, Z. M. Zhang, and H. Zhang, A probabilistic semantic model for image annotation and multi-modal image retrieval, ICCV '05, pp.846-851, 2005.

S. Barrat and S. Tabbone, Classification et extension automatique d'annotations d'images en utilisant un réseau bayésien. Colloque International Francophone sur l'Ecrit et le Document -CIFED, 2008.

W. Y. Li, J. R. Ma, . D. Wen, X. Cai, and . He, Hierachical clustering of www image search results using visual, textual and link information, Proceedings of the ACM International Conference on Multimedia, 2004.

T. S. Chua, H. Feng, and R. Shi, A bootstrapping framework for annotating and retrieving www images, Proceedings of the ACM International Conference on Multimedia, 2004.

Z. Li, W. Y. Ma, J. D. Wen, X. Cai, and . He, Hierachical clustering of www image search results using visual, textual and link information, Proceedings of the ACM International Conference on Multimedia, 2004.

W. Y. Ma, J. Wen-h, D. Zhang, X. Cai, and . He, Organizing www images based on the analysis of page layout and web link structure, Proceedings of the International Conference on Multimedia and Expo(ICME), 2004.

J. W. , L. Hollink, G. Schreiber, and B. Wielinga, Semantic annotation of image collections, Workshop on Knowledge Markup and Semantic Annotation, 2003.

J. Vompras and S. Conrad, A semi-automated framework for supporting semantic image annotation, International Conference on Management of Data, pp.944-194, 1998.

V. Oria, S. Lin, T. Ozsu, M. Ng, and R. , An extensible hash for multi-precision similarity querying of image databases, Proc. of the 27th Int. Conf. on Very Large DataBase, pp.221-230, 2003.

M. Lottko, D. Renzel, Y. Cao, and R. Klamma, Collaborative video annotation for multimedia sharing between experts and amateurs, Workshop on Interoperable Social Multimedia Applications, 2010.

Y. Hong and S. Reiff-marganiec, Towards a Collaborative Framework for Image Annotation and Search, CAiSE Workshops-Lecture Notes in Business Information Processing, vol.4, issue.1, pp.564-574, 2011.
DOI : 10.1145/1066677.1067049

X. Huang-david-mcgee, P. Barthelmess, E. Kaiser, and P. Cohen, Collaborative multimodal photo annotation over digital paper, Proceeding ICMI '06 Proceedings of the 8th international conference on Multimodal interfaces, pp.4-11, 2006.

M. Marszalek and C. Schmid, Semantic Hierarchies for Visual Object Recognition, 2007 IEEE Conference on Computer Vision and Pattern Recognition, 2007.
DOI : 10.1109/CVPR.2007.383272

URL : https://hal.archives-ouvertes.fr/inria-00548680

R. Socher, L. Li, K. J. Li, W. Deng, L. Dong et al., Imagenet : A large-scale hierarchical image database, Conference on Computer Vision and Pattern Recognition (CVPR), 2009.

J. Tesic, -. Chang, W. Hsu, L. Kennedy, A. Hauptmann et al., Large-scale concept ontology for multimedia, IEEE MultiMedia, 2006.

A. T. Zisserman-w, . J. Freeman, B. C. Sivic, A. A. Russell, and . Efros, Unsupervised discovery of visual object class hierarchies, Conference on Computer Vision and Pattern Recognition (CVPR), 2008.

Y. Lim, -. Blei, L. Li, C. Wang, and L. Fei-fei, Building and using a semantic visual image hierarchy, Conference on Computer Vision and Pattern Recognition (CVPR), 2010.

C. Soo, C. Lee, C. , and C. , Automatic metadata creation : Automated semantic annotation and retrieval based on sharable ontology and case-based learning techniques, Proceedings of the 3rd ACM/IEEE-CS joint conference on Digital libraries, 2003.

N. Magesh and P. Thangaraj, Semantic image retrieval based on ontology and sparql, International Conference on Advanced Communication Technology (ICACT), 2011.

R. J. Mezzanotte, I. Biederman, and J. C. Rabinowitz, Scene perception : Detecting and judging objects undergoing relational violations, Cognitive Psychology, vol.14, issue.2, pp.143-177, 1982.

Y. Avrithis, G. Stamou, N. Simou, V. Tzouvaras, and S. Kollias, A visual descriptor ontology for multimedia reasoning, Workshop on Image Analysis for Multimedia Interactive Services ? WIAMIS, pp.255-262, 2005.

I. Kompatsiaris, S. Dasiopoulou, V. Tzouvaras, and M. G. Strintzis, Enquiring mpeg-7 based multimedia ontologies, Multimedia Tools Appl, vol.46, 2010.

J. Hunter, Adding multimedia to the semantic web -building an mpeg-7 ontology, Semantic Web Working Symposium-SWWS, pp.261-281, 2001.

B. Lopez, M. Montaner, J. Lluis-de-la, and R. , Evaluation of recommender systems through simulated users, AAMAS Workshop on Coordinating Agents' Plans and Schedules (CAPS), pp.1-8, 2007.

S. L. , R. G. , R. Troncy, O. Celma, and C. Tsinaraki, Mpeg- 7 based multimedia ontologies : Interoperability support or interoperability issue ? International Semantic Web Conference, 2007.

O. Ghislain-auguste-atemezing-mari-carmen-suarez-figueroa and . Corcho, The landscape of multimedia ontologies in the last decade, 2013.

M. Thonnat, N. Maillot, and S. Antipolis, Ontology based object learning and recognition : Application to. image retrieval, Proceedings of the 16th IEEE International Conference on Tools with Artificial Intelligence, pp.620-625, 2004.

S. Handschuh, M. Vargas-vera, E. Motta, V. Uren, P. Cimiano et al., Semantic annotation for knowledge management : requirements and a survey of the state of the art, Journal of Web Semantics, Science, Services and Agents on the World Wide Web

S. Melzer-r, . E. Moller-s, A. Peraldi, M. Kaya, and . Wessel, Multimedia interpretation as abduction, Digital Libraries Journal, 2007.

B. Neumann and R. Moller, On scene interpretation with description logics, Image Vision Computing, pp.82-101, 2008.

A. Styrman, Ontology-based image annotation and retrieval, 2008.

L. T. Chia, H. Wang, and S. Liu, Semantic retrieval with enhanced matchmaking and multimodality ontology, IEEE International Conference on Multimedia and Expo, pp.516-519, 2007.

M. Bowden, M. Srikanth, J. Varner, and D. Moldovan, Exploiting ontologies for automatic image annotation, Proceedings of the 28th International ACM Conference on Research and Development in Information Retrieval (SIGIR), pp.552-558, 2005.

A. Jesús, H. González-aurelio-lópez-manuel-montes-eduardo-morales-enrique-sucar, C. Jair-escalante, L. Hernández-gracidas, and . Villasenor, Segmenting and annotating the iapr-tc12 benchmark, 2008.

H. Ning, . Ning-ruan, and H. Wen, Semantic-based image retrieval in remote sensing archive : An ontology approach, IEEE INTERNATIONAL CONFERENCE, vol.4, 2006.

M. Strintzis, V. Mezaris, and I. Kompatsiaris, An ontology approach to object-based image retrieval, Proceedings of the IEEE International Conference on Image Processing, ICIP03, pp.511-514, 2003.

G. Lu, Y. Liu, D. Zhang, and W. Ma, A survey of contentbased image retrieval with high-level semantics, Journal of Pattern Recognition, vol.41, issue.1, pp.262-282, 2007.

W. I. Grosky and R. Zhao, Negotiating the Semantic Gap: From Feature Maps to Semantic Landscapes, SOFSEM '01, pp.33-52, 2001.
DOI : 10.1007/3-540-45627-9_3

A. Benitez and C. Shih-fu, Perceptual knowledge construction from annotated image collections, Proceedings. IEEE International Conference on Multimedia and Expo, pp.189-192, 2002.
DOI : 10.1109/ICME.2002.1035750

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.19.3134

M. Vincent-oria, . G. Rukoz, M. Jomier, and . Manouvrier, Indexation multiniveau pour la recherche globale et partielle par le contenu, 20èmes Journées Bases de Données Avancées, BDA, Actes (Informal Proceedings), 2004.

N. Hernandez, Ontologies de domaine pour la modélisation du contexte en recherche d'information. thèse, 2005.

L. Lin, M. W. Lee, X. Yao, S. C. Yang, and . Zhu, Image parsing to text description, Proc. of IEEE, 2009.

B. Favre, Indexation multimedia caractérisation du déséquilibre entre les modalités texte et parole, 2003.

S. Tollari and H. Glotin, Recherche visuo-textuelle d'images sur le web améliorée par sélection de la dimension, CORIA, pp.7-22, 2008.

S. E. Robertson, K. Sparck, and . Jones, Relevance weighting of search terms, Journal of the American Society for Information Science, vol.30, issue.3, pp.129-146, 1976.
DOI : 10.1002/asi.4630270302

W. Woods, Conceptual indexing : A better way to organize knowledge, 1997.

R. Mccool, R. V. Guha, and E. Miller, Semantic search, Proceedings of the 12th International World Wide Web Conference, pp.700-709, 2003.

L. Khan and F. Luo, Ontology construction for information selection, 14th IEEE International Conference on Tools with Artificial Intelligence, 2002. (ICTAI 2002). Proceedings., pp.122-127, 2002.
DOI : 10.1109/TAI.2002.1180796

R. Mihalcea and D. I. Moldovan, Semantic indexing using WordNet senses, Proceedings of the ACL-2000 workshop on Recent advances in natural language processing and information retrieval held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics -, 2000.
DOI : 10.3115/1117755.1117760

F. Neri, R. Cucchiarelli, R. Navigli, and P. Velardi, Extending and enriching wordnet with ontolearn, Proceedings of the 2nd Global WordNet Conference, 2004.

N. Aussenac-gilles, M. Baziz, M. Boughanem, and C. Chrisment, Semantic cores for representing documents in ir, Proceedings of the 20th ACM Symposium on Applied, pp.1011-1017, 2005.

M. A. Hearst and C. Karadi, Cat-a-cone : an interactive interface for specifying searches and viewing retrieval results using a large category hierarchy, Proceedings of the 20th International conference on Research and Development in Information Retrieval, SIGIR, pp.246-257, 1997.

P. Alain, M. A. Popescu, and C. Millet, Ontology driven content based image retrieval, Conference on Image and Video Retrieval -CIVR, pp.113-116, 2007.

R. Burke, Hybrid recommender systems : Survey and experiments. User Model, User Modeling and User-Adapted Interaction, vol.12, issue.4, pp.331-370, 2002.
DOI : 10.1023/A:1021240730564

G. Adomavicius and A. Tuzhilin, Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions, IEEE Transactions on Knowledge and Data Engineering, vol.17, issue.6, pp.734-749, 2005.
DOI : 10.1109/TKDE.2005.99

J. A. Konstan, B. N. Miller, and J. , Pocketlens : Toward a personal recommender system, ACM Trans. Inf. Syst, vol.22, issue.3, pp.437-476, 2005.

D. Liu and Y. Shih, Integrating AHP and data mining for product recommendation based on customer lifetime value, Information & Management, vol.42, issue.3, pp.387-400, 2005.
DOI : 10.1016/j.im.2004.01.008

J. L. De-la-rosa, M. Montaner, and B. López, A taxonomy of recommender agents on the internet, AI Review, vol.19, 2003.

M. Deshpande and G. Karypis, Acm trans, Inf. Manag. Inf. Syst, vol.22, issue.1, pp.143-177, 2004.

H. Nguyen and P. Haddawy, Diva : Applying decision theory to collaborative filtering, AAAI Worksh. Recomm. Syst, 1998.

H. Nguyen and P. Haddawy, The decision-theoretic video advisor. 15th Conf. Uncert, Artif. Intell, pp.494-501, 1999.

J. G. Jr, D. Lynch, M. Ariely, and . Aparicio, Learning by collaborative and individual-based recommendation agents, J. Consum. Psych, vol.14, issue.12, pp.81-94, 2004.

J. Youll, G. Tewari, and P. Maes, Personalized location-based brokering using an agentbased intermediary architecture, Dec. Supp. Syst, vol.34, pp.127-137, 2002.

S. H. Choi and Y. H. Cho, An utility range-based similar product recommendation algorithm for collaborative companies, Expert Systems with Applications, vol.27, issue.4, pp.549-557, 2004.
DOI : 10.1016/j.eswa.2004.05.017

R. Baeza-yates and B. Ribeiro-neto, Modern information retrieval, 1999.

R. Picot-clémente, Une architecture générique de systèmes de recommandation de combinaison d'items, 2011.

A. Dimas, Dogi : An automatic image annotation tool for images of dog breeds, 2011.

F. Amardeilh, Web sémantique et informatique linguistique : propositions méthodologiques et réalisation d'une plateforme logicielle, Thèse de doctorat, 2007.

A. Piquet, Guide pratique du travail collaboratif : Théories, méthodes et outils au service de la collaboration, pp.7-9, 2009.

E. Rana and . Charif, Analyse des paramètres de pondération dans le cadre de collections volumineuses, p.23, 2006.

L. T. Chia, H. Wang, and S. Liu, Image retrieval web image retrieval with an enhanced multi-modality ontology, Multimedia Tools Appl, pp.189-215, 2008.

S. H. Liu, L. T. Wang, and . Chia, Does ontology help in image retrieval ? MULTIMEDIA '06, Proceedings of the 14th annual ACM international conference on Multimedia, pp.109-112, 2006.

G. Hirst and A. Budanitsky, Evaluating wordnet-based measures of lexical semantic relatedness, Computational Linguistics, vol.32, pp.13-47, 2006.

C. Fellbaum, Wordnet : An electronic lexical database, 1998.

C. Wemmert, Classification hybride distribué par collaboration des méthodes non supervisées, Thèse de doctorat, 2000.

G. Forestier, Connaissance et clustering d'objets complexes multisources, Thèse de doctorat, 2010.

P. Castells-iván-cantador and A. Bellogín, Ontology-based personalised and context-aware recommendations of news items Proceedings of the, ACM International Conference on Web Intelligence and Intelligent Agent Technology, pp.562-565, 2008.

E. A. Fox, S. Perugini, and M. A. Gonçalves, A connection-centric survey of recommender systems research, Journal of Intelligent Information Systems, vol.23, issue.1, 2003.

C. Berrut, A. Nguyen, and N. Denos, Cartes de communautés pour l'adaptation interactive de profils dans un système de filtrage d'information, 2005.

R. Wille, Line diagrams of hierarchical concept systems, Int. Classif, vol.11, pp.77-86, 1984.

K. E. Wolff, A first course in formal concept analysis -how to understand line diagrams, SoftStatt'93, Advances in Statistical Software 4, pp.429-438, 1993.

M. Et and B. M. Barbut, A first course in formal concept analysis -how to understand line diagrams. Ordre et classification, Algebre et combinatoire, 1970.

G. Birkhoff, Lattice theory, 1940.
DOI : 10.1090/coll/025

M. Crampes, J. Villerd, and S. Ranwez, Navigation sur des cartes de connaissances supportées par un treillis de galois. Colloque Carto 2.0, 2008.

I. James, Z. Wang-member, . Ieee-yixin-chen, R. Member, and . Krovetz, Clue : Cluster-based retrieval of images by unsupervised learning, EEE TRANSACTIONS ON