Applying fuzzy DLs in the extraction of image semantics

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5880 LNCS, Issue , 2009, Pages 105-132

  Dasiopoulou, Stamatia ^a   Kompatsiaris, Ioannis ^a   Strintzis, Michael G ^a,b  

^a INFORMATICS AND TELEMATICS INSTITUTE   (Greece)

^b ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

ADDED VALUES; DESCRIPTION LOGIC; EXPLICIT SEMANTICS; IMAGE DESCRIPTIONS; IMAGE SEMANTICS; OUTDOOR IMAGES; REASONER; REASONING FRAMEWORK; REASONING UNDER UNCERTAINTY; SEMANTIC INTERPRETATION; SEMANTIC WEB , ONTOLOGY; STATISTICAL LEARNING;

DATA DESCRIPTION; IMAGE PROCESSING; ONTOLOGY; SEMANTIC WEB;

SEMANTICS;

EID: 71649100302     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-10562-3_4     Document Type: Conference Paper

References (65)

1. Smeulders, A.W.M., Worring, M., Santini, S., Gupta, A., Jain, R.: Content-based image retrieval at the end of the early years. IEEE Trans. Pattern Anal. Mach. Intell. 22(12), 1349-1380 (2000)
2. Chang, S.F.: The holy grail of content-based. IEEE MultiMedia 9(2), 6-10 (2002)
3. Naphade, M., Huang, T.: Extracting semantics from audio-visual content: the final frontier in multimedia retrieval. IEEE Transactions on Neural Networks 13(4), 793-810 (2002)
4. Hanjalic, A., Lienhart, R., Ma, W., Smith, J.: The holy grail of multimedia information retrieval: So close or yet so far away. IEEE Proceedings, Special Issue on Multimedia Information Retrieval 96(4), 541-547 (2008)
5. Burges, C.: A Tutorial on Support Vector Machines for Pattern Recognition. Data Mining and Knowledge Discovery 2(2), 121-167 (1998)
6. Heckerman, D.: A tutorial on learning with bayesian networks. Learning in Graphical Models, 301-354 (1998)
7. Chapelle, O., Haffner, P., Vapnik, V.N.: Support vector machines for histogrambased image classification 10(5), 1055-1064 (1999)
8. Naphade, M., Huang, T.: A probabilistic framework for semantic video indexing, filtering, and retrieval. IEEE Transactions on Multimedia 3(1), 141-151 (2001)
9. Assfalg, J., Bertini, M., Colombo, C., Bimbo, A.D.: Semantic annotation of sports videos. IEEE MultiMedia 9(2), 52-60 (2002)
10. Christmas, W.J., Jaser, E., Messer, K., Kittler, J.: A multimedia system architecture for automatic annotation of sports videos. In: ICVS, pp. 513-522 (2003)
11. Town, C., Sinclair, D.: A self-referential perceptual inference framework for video interpretation. In: Crowley, J.L., Piater, J.H., Vincze, M., Paletta, L. (eds.) ICVS 2003. LNCS, vol. 2626, pp. 54-67. Springer, Heidelberg (2003)
12. Snoek, C., Worring, M., van Gemert, J., Geusebroek, J., Smeulders, A.: The challenge problem for automated detection of 101 semantic concepts in multimedia. In: Proc. 14th ACM International Conference on Multimedia, Santa Barbara, CA, USA, October 23-27, pp. 421-430 (2006)
13. Rao, A., Jain, R.: Knowledge representation and control in computer vision systems. IEEE Expert, 64-79 (1988)
14. Crevier, D., Lepage, R.: Knowledge-based image understanding systems: A survey. Computer Vision and Image Understanding 67, 161-185 (1997)
15. Snoek, C., Huurnink, B., Hollink, L., Rijke, M., Schreiber, G., Worring, M.: Adding semantics to detectors for video retrieval. IEEE Transactions on Multimedia 9(5), 975-986 (2007)
16. Horrocks, I., Patel-Schneider, P., van Harmelen, F.: From shiq and rdf to owl: the making of a web ontology language. J. Web Sem. 1(1), 7-26 (2003)
17. Horrocks, I., Patel-Schneider, P., Bechhofer, S., Tsarkov, D.: Owl rules: A proposal and prototype implementation. J. Web Semantics 3(1), 23-40 (2005)
18. Baader, F., Calvanese, D., McGuinness, D.L., Nardi, D., Patel-Schneider, P.F.: The description logic handbook: Theory, implementation, and applications. In: Description Logic Handbook. Cambridge University Press, Cambridge (2003)
19. Baader, F., Horrocks, I., Sattler, U.: Description logics as ontology languages for the semantic web. In: Mechanizing Mathematical Reasoning, pp. 228-248 (2005)
20. Hunter, J.: Adding Multimedia to the Semantic Web: Building an MPEG-7 Ontology. In: Proc. The First Semantic Web Working Symposium (SWWS), California, USA (July 2001)
21. Simou, N., Saathoff, C., Dasiopoulou, S., Spyrou, E., Voisine, N., Tzouvaras, V., Kompatsiaris, I., Avrithis, Y., Staab, S.: An ontology infrastructure for multimedia reasoning. In: Proc. International Workshop on Very Low Bitrate Video Coding (VLBV), Sardinia, Italy, September 15-16, pp. 51-60 (2005)
22. Arndt, R., Troncy, R., Staab, S., Hardman, L., Vacura, M.: COMM: Designing a well-founded multimedia ontology for the web. In: Aberer, K., Choi, K.-S., Noy, N., Allemang, D., Lee, K.-I., Nixon, L.J.B., Golbeck, J., Mika, P., Maynard, D., Mizoguchi, R., Schreiber, G., Cudré-Mauroux, P. (eds.) ASWC 2007 and ISWC 2007. LNCS, vol. 4825, pp. 30-43. Springer, Heidelberg (2007)
23. Dasiopoulou, S., Tzouvaras, V., Kompatsiaris, I., Strintzis, M.G.: Capturing mpeg-7 semantics. In: Proc. International Conference on Metadata and Semantics (MTSR), Corfu, Greece, October 11-12 (2007)
24. Troncy, R.: Integrating structure and semantics into audio-visual documents. In: Fensel, D., Sycara, K., Mylopoulos, J. (eds.) ISWC 2003. LNCS, vol. 2870, pp. 566-581. Springer, Heidelberg (2003)
25. Hunter, J., Drennan, J., Little, S.: Realizing the hydrogen economy through semantic web technologies. IEEE Intelligent Systems Journal - Special Issue on eScience 19, 40-47 (2004)
26. Petridis, K., Bloehdorn, S., Saathoff, C., Simou, N., Dasiopoulou, S., Tzouvaras, V., Handschuh, S., Avrithis, Y., Kompatsiaris, I., Staab, S.: Knowledge representation and semantic annotation of multimedia content. IEE Proceedings on Vision Image and Signal Processing, Special issue on Knowledge-Based Digital Media Processing 153, 255-262 (2006)
27. Little, S., Hunter, J.: Rules-by-example - A novel approach to semantic indexing and querying of images. In: McIlraith, S.A., Plexousakis, D., van Harmelen, F. (eds.) ISWC 2004. LNCS, vol. 3298, pp. 534-548. Springer, Heidelberg (2004)
28. Moller, R., Neumann, B., Wessel, M.: Towards computer vision with description logics: Some recent progress. In: Proc. Workshop on Integration of Speech and Image Understanding, Corfu, Greece, September 21, pp. 101-115 (1999)
29. Neumann, B., Moller, R.: On scene interpretation with description logics, FBI-B-257/04 (2004)
30. Bagdanov, A., Bertini, M., DelBimbo, A., Serra, G., Torniai, C.: Semantic annotation and retrieval of video events using multimedia ontologies. In: Proc. IEEE International Conference on Semantic Computing (ICSC), Irvine, CA, USA, pp. 713-720 (2007)
31. Espinosa, S., Kaya, A., Melzer, S., Möller, R., Wessel, M.: Multimedia interpretation as abduction. In: Proc. International Workshop on Description Logics (DL), Brixen-Bressanone, Italy, June 8-10, pp. 323-331 (2007)
32. Dasiopoulou, S., Mezaris, V., Kompatsiaris, I., Papastathis, V., Strintzis, M.: Knowledge-assisted semantic video object detection. IEEE Trans. Circuits Syst. Video Techn. 15(10), 1210-1224 (2005)
33. Dasiopoulou, S., Kompatsiaris, I., Strintzis, M.: Using fuzzy dLs to enhance semantic image analysis. In: Duke, D., Hardman, L., Hauptmann, A., Paulus, D., Staab, S. (eds.) SAMT 2008. LNCS, vol. 5392, pp. 31-46. Springer, Heidelberg (2008)
34. Maron, O., Ratan, A.: Multiple-instance learning for natural scene classification. In: Proc. 15th International Conference on Machine Learning (ICML), Madison, Wisconson, USA, July 24-27, pp. 341-349 (1998)
35. Vailaya, A., Figueiredo, M., Jain, A., Zhang, H.: Image classification for contentbased indexing. IEEE Transactions on Image Processing 10(1), 117-130 (2001)
36. Barnard, K., Duygulu, P., Forsyth, D., de Freitas, N., Blei, D., Jordan, M.: Matching words and pictures. Journal of Machine Learning Research 3, 1107-1135 (2003)
37. Hauptmann, A., Yan, R., Lin, W.H., Christel, M., Wactlar, H.: Can high-level concepts fill the semantic gap in video retrieval? a case study with broadcast news. IEEE Transactions on Multimedia 9(5), 958-966 (2007)
38. Niemann, H., Sagerer, G., Schröder, S., Kummert, F.: Ernest: A semantic network system for pattern understanding. IEEE Trans. Pattern Anal. Mach. Intell. 12(9), 683-905 (1990)
39. Reiter, R., Mackworth, A.K.: A logical framework for depiction and image interpretation. Artif. Intell. 41(2), 125-155 (1989)
40. Russ, T., MacGregor, R., Salemi, B., Price, K., Nevatia, R.: Veil: Combining semantic knowledge with image understanding. In: ARPA Image Understanding Workshop, Palm Springs, CA, USA, February 12-17 (1996)
41. Rabiner, L., Juang, B.: An introduction to hidden markov models. IEEE ASSP Magazine, [see also IEEE Signal Processing Magazine] 3(1), 4-16 (1986)
42. Dubois, D., Prade, H.: Possibility theory, probability theory and multiple-valued logics: A clarification. Annals of Mathematics and Artificail Intelligence 32(1-4), 35-66 (2001)
43. Zadeh, L.: Fuzzy sets. Information and Control 8(32), 338-353 (1965)
44. Klir, G., Yuan, B.: Fuzzy sets and fuzzy logic: Theory and applications. Prentice-Hall, Englewood Cliffs (1995)
45. Yen, J.: Generalizing term subsumption languages to fuzzy logic. In: Proc. 12th International Joint Conference on Artificial Intelligence (IJCAI), Sydney, Australia, August 24-30, pp. 472-477 (1991)
46. Straccia, U.: A fuzzy description logic. In: Proc. International Conference on Artificial Intelligence and 10th Innovative Applications of Artificial Intelligence Conference (AAAI/IAAI), Madison, Wisconsin, July 26-30, pp. 594-599 (1998)
47. Straccia, U.: Reasoning within fuzzy description logics. J. Artif. Intell. Res. (JAIR) 14, 137-166 (2001)
48. Straccia, U.: Transforming fuzzy description logics into classical description logics. In: Alferes, J.J., Leite, J. (eds.) JELIA 2004. LNCS (LNAI), vol. 3229, pp. 385-399. Springer, Heidelberg (2004)
49. Stoilos, G., Stamou, G., Tzouvaras, V., Pan, J., Horrocks, I.: The fuzzy description logic f-SHIN. In: International Workshop on Uncertainty Reasoning For the Semantic Web (URSW), Galway, Ireland, November 7, pp. 67-76 (2005)
50. Stoilos, G., Stamou, G., Pan, J.: Handling imprecise knowledge with fuzzy description logic. In: Proc. International Workshop on Description Logics (DL), Lake District, UK, pp. 119-127 (2006)
51. Bell, D., Qi, G., Liu, W.: Approaches to inconsistency handling in descriptionlogic based ontologies. In: Meersman, R., Tari, Z., Herrero, P. (eds.) OTM-WS 2007, Part II. LNCS, vol. 4806, pp. 1303-1311. Springer, Heidelberg (2007)
52. Lam, J., Sleeman, D., Pan, J., Vasconcelos, W.: A fine-grained approach to resolving unsatisfiable ontologies. In: Spaccapietra, S. (ed.) Journal on Data Semantics X. LNCS, vol. 4900, pp. 62-95. Springer, Heidelberg (2008)
53. Straccia, U.: A fuzzy description logic for the semantic web. In: Sanchez, E. (ed.) Fuzzy Logic and the Semantic Web. Capturing Intelligence, pp. 73-90. Elsevier, Amsterdam (2006)
54. Stoilos, G., Stamou, G., Pan, J., Tzouvaras, V., Horrocks, I.: Reasoning with very expressive fuzzy description logics. J. Artif. Intell. Res. (JAIR) 30, 273-320 (2007)
55. Simou, N., Athanasiadis, T., Tzouvaras, V., Kollias, S.: Multimedia reasoning with f-shin. In: 2nd International Workshop on Semantic Media Adaptation and Personalization (SMAP), London, UK, pp. 413-420 (2007)
56. Bobillo, F., Straccia, U.: fuzzydl: An expressive fuzzy description logic reasoner. In: Proc. International Conference on Fuzzy Systems (FUZZ), Hong Kong, June 1-6, pp. 923-930. IEEE Computer Society, Los Alamitos (2008)
57. Papadopoulos, G.T., Mylonas, P., Mezaris, V., Avrithis, Y., Kompatsiaris, I.: Knowledge-assisted image analysis based on context and spatial optimization (2006)
58. Umberto, S., Giulio, V.: Dlmedia: an ontology mediated multimedia information retrieval system. In: Proc. International Workshop on Description Logics (DL), Brixen-Bressanone, Italy, June 8-10, pp. 467-475
59. Neumann, B., Weiss, T.: Navigating through logic-based scene models for highlevel scene interpretations. In: Crowley, J.L., Piater, J.H., Vincze, M., Paletta, L. (eds.) ICVS 2003. LNCS, vol. 2626, pp. 212-222. Springer, Heidelberg (2003)
60. Schober, J.P., Hermes, T., Herzog, O.: Content-based image retrieval by ontologybased object recognition. In: Proc. KI 2004 Workshop on Applications of Description Logics (ADL), Ulm Germany, September 24, pp. 1-10 (2004)
61. Hu, B., Dasmahapatra, S., Lewis, P., Shadbolt, N.: Ontology-based medical image annotation with description logics. In: Proc. 15th IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Sacramento, California, USA, November 3-5, pp. 77-83 (2002)
62. Dasiopoulou, S., Heinecke, J., Saathoff, C., Strintzis, M.: Multimedia reasoning with natural language support. In: Proc. IEEE International Conference on Semantic Computing (ICSC), Irvine, CA, USA, September 17-19 (2007)
63. Meghini, C., Sebastiani, F., Straccia, U.: A model of multimedia information retrieval. J. ACM 48(5), 909-970 (2001)
64. Mylonas, P., Vallet, D., Castells, P., Fernandez, M., Avrithis, Y.: Personalized information retrieval based on context and ontological knowledge 23(1), 73-100 (March 2008)
65. Leger, A., Heinecke, J., Nixon, L., Shvaiko, P., Charlet, J., Hobson, P., Goasdoue, F.: Semantic web take-off in a european industry perspective. In: Garcia, R. (ed.) Semantic Web for Business: Cases and Applications, ch. 1, pp. 1-29. IGI Global (2008)