On evaluation of image auto-annotation methods

Proceedings - ISDA 2006: Sixth International Conference on Intelligent Systems Design and Applications

Volumn 2, Issue , 2006, Pages 353-358

  Kwasnicka, Halina ^a   Paradowski, Mariusz ^a  

^a WROCLAW UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

[No Author keywords available]

Indexed keywords

ANNOTATION METHODS; ANNOTATION PROBLEMS; IMAGE AUTO-ANNOTATION;

COMPUTATION THEORY; FEATURE EXTRACTION; NUMBER THEORY; NUMERICAL METHODS; PROBLEM SOLVING;

IMAGE QUALITY;

EID: 34547530185     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISDA.2006.253861     Document Type: Conference Paper

References (24)

1. M. Yasuhide, T. Hironobu, O. Ryuichi: Image-to-word transformation based on dividing and vector quantizing images with words. In Proc. of the MISRM'99, 1999.
2. J. Jeon, V. Lavrenko and R. Manmatha.: Automatic Image Annotation and Retrieval using Cross-Media Relevance Models, In Proc. of the ACM SIGIR 2003, pp. 119-126, 2003.
3. Lavrenko V., Manmatha R., Jeon J.: A Model for Learning the Semantics of Pictures, In Proc. of NIPS'03, 2003.
4. H. Kwasnicka, M. Paradowski.: Fast Image Auto-Annotation with Discretized Feature Distance Measures, Machine Graphics and Vision, 2006 (in review).
5. Halina Kwasnicka, Mariusz Paradowski.: Multiple Class Machine Learning Approach for Image Auto-Annotation Problem, In Proc. of ISDA'06, 2006.
6. Pan J., Yang H., Faloutsos C., Duygulu P.: GCap: Graph-based Automatic Image Captioning, In Proc. of the MDDE 04, in conjunction with CVPR 04, 2004.
7. Barnard K., Duygulu P., Forsyth D., de Freitas N., Blei D. M., Jordan M. I.: Matching Words and Pictures, Journal of Machine Learning Research 3.
8. Glotin H., Tollari S.: Fast Image Auto-Annotation with Visual Vector Approximation Clusters, CBMI 2005.
9. Monay F., Gatica - Perez D.: On Image Auto-Annotation with Latent Space Models, In Proc. ACM Int. Conf. on Multimedia (ACM MM), Berkeley, 2003.
10. Barnard K., Duygulu P., Forsyth D., de Freitas N.: Object Recognition as Machine Translation - Learning a Lexicon for a Fixed Image Vocabulary, In Proc. of ECCV 2002.
11. Alexei Yavlinsky, Edward Schoeld and Stefan Ruger.: Automated Image Annotation Using Global Features and Robust Nonparametric Density Estimation, 2005.
12. J. Pan, H. Yang, P. Duygulu and C. Faloutsos: Automatic Image Captioning, In Proc. of the ICME 2004.
13. S. L. Feng, R. Manmatha and V. Lavrenko: Multiple Bernoulli Relevance Models for Image and Video Annotation, CVPR'04 - Vol. 2 pp. 1002-1009.
14. F. Kang, R. Jin, J. Y. Chai: Regularizing Translation Models for Better Automatic Image Annotation, In Proc. of the 2004 ACM CIKM, 2004.
15. L. Wang, L. Khan: Automatic Image Annotation and Retrieval Using Weighted Feature Selection, 2004.
16. Arnold W.M. Smeulders, Amarnath Gupta: Content-Based Image Retrieval at the End of the Early Years, IEEE Trans, on PAMI 22(12), pp. 0, 2000.
17. Ahmed Bashir and Latifur Khan: A Framework for Image Annotation Using Semantic Web, 2004.
18. G. Carneiro and N. Vasconcelos: Formulating Semantic Image Annotation as a Supervised Learning Problem. CVPR 2005. IEEE CS Conf. on Vol. 2 pp. 163-168.
19. L. Wang, L. Liu, L. Khan.: Automatic Image Annotation and Retrieval Using Subspace Clustering Algorithm, 2004.
20. Ye J., Zhou X., Pei J., Chen L., Zhang L.: A Stratification-Based Approach to Accurate and Fast Image Annotation, In Proc. of the WAIM'05, Hangzhou, China, October 11-13, 2005. WAIM 2005: 284-296.
21. J. Jeon, R. Manmatha: Using Maximum Entropy for Automatic Image Annotation. CIVR'04, 24-32, 2004.
22. V. Viitaniemi, J. Laaksonen.: Keyword-Detection Approach To Automatic Image Annotation, In Proc. of EWIMT 2005.
23. ECCV 2002 image set, http://kobus.ca/research/data/eccv.2002/index.html
24. ICPR 2005 image set, http://www.cs.washington.edu /research/ imagedatabase/groundtruth/