Scalable medical image understanding by fusing cross-modal object recognition with formal domain semantics

Communications in Computer and Information Science

Volumn 25 CCIS, Issue , 2008, Pages 390-401

  Möller, Manuel ^a   Sintek, Michael ^a   Buitelaar, Paul ^a   Mukherjee, Saikat ^b   Zhou, Xiang Sean ^b   Freund, Jörg ^c  

^a GERMAN RESEARCH CENTER FOR ARTIFICIAL INTELLIGENCE DFKI   (Germany)

^b SIEMENS CORPORATE RESEARCH   (United States)

^c SIEMENS AG   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

BIOMEDICAL INFORMATION; CLINICAL IMAGE DATA; CONTENT-BASED; CROSS-LINGUAL; CROSS-MODAL; CURRENT IMAGE; DOMAIN SEMANTICS; GENERIC INFORMATION; HIGH-DIMENSIONAL; IMAGE SEARCH; IMAGING INFORMATION; INDEX IMAGE; KNOWLEDGE REPOSITORY; MEDICAL IMAGE UNDERSTANDING; MEDICAL IMAGES; MEDICAL IMAGING TECHNOLOGY; RESEARCH OUTCOME; SEMANTIC INFORMATION; SEMANTIC KNOWLEDGE;

BIOMEDICAL ENGINEERING; IMAGE UNDERSTANDING; OBJECT RECOGNITION; MEDICAL IMAGING; SEMANTICS;

MEDICAL IMAGING; OBJECT RECOGNITION;

EID: 78049369890     PISSN: 18650929     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-540-92219-3_29     Document Type: Conference Paper

References (34)

1. Berners-Lee, T., Hendler, J., Lassila, O.: The semantic web - a new form of web content that is meaningful to computers will unleash a revolution of new possibilities. Scientific American (2001)
2. Brickley, D., Guha, R.: RDF vocabulary description language 1.0: RDF Schema (2004)
3. McGuinness, D.L., van Harmelen, F.: OWL web ontology language overview (2004)
4. Hong,W., Georgescu, B., Zhou, X.S., Krishnan, S.,Ma, Y., Comaniciu, D.: Database-guided simultaneous multi-slice 3D segmentation for volumetric data. In: Leonardis, A., Bischof, H., Pinz, A. (eds.) ECCV 2006. LNCS, vol. 3954, pp. 397-409. Springer, Heidelberg (2006) (Pubitemid 44029646)
5. Tu, Z., Zhou, X.S., Bogoni, L., Barbu, A., Comaniciu, D.: Probabilistic 3D polyp detection in CT images: The role of sample alignment. IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2, 1544-1551 (2006) (Pubitemid 44931503)
6. Comaniciu, D., Zhou, X., Krishnan, S.: Robust real-time myocardial border tracking for echocardiography: an information fusion approach. IEEE Transactions in Medical Imaging 23(7), 849-860 (2004)
7. Chan, A.B., Moreno, P.J., Vasconcelos, N.: Using statistics to search and annotate pictures: an evaluation of semantic image annotation and retrieval on large databases. In: Proceedings of Joint Statistical Meetings (JSM) (2006)
8. Müller, H., Deselaers, T., Lehmann, T., Clough, P., Kim, E., Hersh, W.: Overview of the Image-CLEFmed 2006 medical retrieval and annotation tasks. In: Peters, C., Gey, F.C., Gonzalo, J., Müller, H., Jones, G.J.F., Kluck, M., Magnini, B., de Rijke, M., Giampiccolo, D. (eds.) CLEF 2005. LNCS, vol. 4022, Springer, Heidelberg (2006)
9. Gruber, T.R.: Toward principles for the design of ontologies used for knowledge sharing. International Journal of Human-Computer Studies 43, 907-928 (1995)
10. Rosse, C., Mejino, R.L.V.: A reference ontology for bioinformatics: The Foundational Model of Anatomy. Journal of Biomedical Informatics 36, 478-500 (2003)
11. Buitelaar, P., Sintek,M., Kiesel,M.: A lexicon model for multilingual/multimedia ontologies. In: Sure, Y., Domingue, J. (eds.) ESWC 2006. LNCS, vol. 4011. Springer, Heidelberg (2006)
12. Volk,M., Ripplinger, B., Vintar, S., Buitelaar, P., Raileanu, D., Sacaleanu, B.: Semantic annotation for concept-based cross-language medical information retrieval. International Journal of Medical Informatics (2003)
13. Vintar, S., Buitelaar, P., Volk, M.: Semantic relations in concept-based cross-language medical information retrieval. In: Proceedings of the ECML/PKDD Workshop on Adaptive Text Extraction and Mining (ATEM ) (2003)
14. Carbonell, J.G., Yang, Y., Frederking, R.E., Brown, R.D., Geng, Y., Lee, D.: Translingual information retrieval: A comparative evaluation. International Journal of Computational Intelligence and Applications 1, 708-715 (1997)
15. Eichmann, D., Ruiz, M.E., Srinivasan, P.: Cross-language information retrieval with the UMLS metathesaurus. In: Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval, pp. 72-80 (1998)
16. Laender, A., Ribeiro-Neto, B., Silva, A., Teixeira, J.: A brief survey of web data extraction tools. Special Interest Group on Management of Data (SIGMOD) Record 31(2) (2002)
17. Ravichandran, D., Hovy, E.: Learning surface text for a question answering system. In: Proceedings of the Association of Computational Linguistics Conference (ACL) (2002)
18. Ling, C., Gao, J., Zhang, H., Qian, W., Zhang, H.: Improving encarta search engine performance by mining user logs. International Journal of Pattern Recognition and Artificial Intelligence 16(8) (2002)
19. Deselaers, T., Weyand, T., Keysers, D., Macherey, W., Ney, H.: FIRE in ImageCLEF 2005: Combining content-based image retrieval with textual information retrieval. In: Working Notes of the CLEFWorkshop (2005)
20. Hunter, J.: Adding multimedia to the semantic web - building an MPEG-7 ontology. In: International Semantic Web Working Symposium (SWWS) (2001)
21. 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)
22. Lavrenko, V., Manmatha, R., Jeon, J.: A model for learning the semantics of pictures. In: Proceedings of the Neural Information Processing Systems Conference (2003)
23. Lim, J.H.: Learnable visual keywords for image classification. In: DL 1999: Proceedings of the fourth ACM conference on Digital libraries, pp. 139-145. ACM Press, New York (1999)
24. Carneiro, G., Vasconcelos, N.: A database centric view of semantic image annotation and retrieval. In: SIGIR 2005: Proceedings of the 28th annual international ACMSIGIR conference on Research and development in information retrieval, pp. 559-566 (2005)
25. Town, C.: Ontological inference for image and video analysis. International Journal of Machine Vision and Applications 17, 94-115 (2006)
26. Mezaris, V., Kompatsiaris, I., Strintzis, M.: An ontology approach to object-based image retrieval. In: International Conference on Image Processing (ICIP) (2003)
27. Mojsilovic, A., Gomes, J., Rogowitz, B.E.: Semantic-friendly indexing and querying of images based on the extraction of the objective semantic cues. International Journal of Computer Vision 56, 79-107 (2004)
28. Lehmann, T., Güld, M., Thies, C., Fischer, B., Spitzer, K., Keysers, D., Ney, H., Kohnen, M., Schubert, H., Wein, B.: The IRMA project. A state of the art report on content-based image retrieval in medical applications. In: Proceedings 7th Korea-Germany JointWorkshop on Advanced Medical Image Processing, pp. 161-171 (2003)
29. Vompras, J.: Towards adaptive ontology-based image retrieval. In: Stefan Brass, C.G. (ed.) 17th GI-Workshop on the Foundations of Databases, Wörlitz, Germany, Institute of Computer Science, Martin-Luther-University Halle-Wittenberg, pp. 148-152 (2005)
30. Papadopoulosa, G.T., Mezaris, V., Dasiopoulou, S., Kompatsiaris, I.: Semantic image analysis using a learning approach and spatial context. In: Proceedings of the 1st international conference on Semantics And digital Media Technologies (SAMT) (2006)
31. Su, L., Sharp, B., Chibelushi, C.: Knowledge-based image understanding: A rule-based production system for X-ray segmentation. In: Proceedings of Fourth International Conference on Enterprise Information System, Ciudad Real, Spain, vol. 1, pp. 530-533 (2002)
32. Mechouche, A., Golbreich, C., Gibaud, B.: Towards a hybrid system using an ontology enriched by rules for the semantic annotation of brain MRI images. In: Marchiori, M., Pan, J.Z., de Sainte Marie, C. (eds.) RR 2007. LNCS, vol. 4524, pp. 219-228. Springer, Heidelberg (2007)
33. Horrocks, I., Patel-Schneider, P.F., Boley, H., Tabet, S., Grosof, B., Dean, M.: SWRL: A semantic web rule language combining OWL and RuleML. Technical report, W3C Member submission, May 21 (2004)
34. Castano, S., Ferrara, A., Hess, G.: Discovery-driven ontology evolution. In: SWAP 2006: Semantic Web Applications and Perspectives - 3rd Italian Semantic Web Workshop (2006)