Fusing MPEG-7 visual descriptors for image classification
作者： Yannis Avrithis , Hervé Le Borgne , Evaggelos Spyrou , Noel O'Connor , Eddie Cooke
DOI: 10.1007/11550907_134
关键词:
摘要: This paper proposes three content-based image classification techniques based on fusing various low-level MPEG-7 visual descriptors. Fusion is necessary as descriptors would be otherwise incompatible and inappropriate to directly include e.g. in a Euclidean distance. Three approaches are described: A "merging" fusion combined with an SVM classifier, back-propagation KNN classifier Fuzzy-ART neurofuzzy network. In the latter case, fuzzy rules can extracted effort bridge "semantic gap" between high-level semantics of image. All networks were evaluated using content from repository aceMedia project1 more specifically beach/urban scene problem.
springer.com
sci-hub.st 参考文章(11)
HMM Model Selection Issues for Soccer Video conference on image and video retrieval. pp. 70- 78 ,(2004) , 10.1007/B98923
ADITYA VAILAYA, ANIL JAIN, HONG JIANG ZHANG, ON IMAGE CLASSIFICATION: CITY IMAGES VS. LANDSCAPES Pattern Recognition. ,vol. 31, pp. 1921- 1935 ,(1998) , 10.1016/S0031-3203(98)00079-X
M. Szummer, R.W. Picard, Indoor-outdoor image classification Proceedings 1998 IEEE International Workshop on Content-Based Access of Image and Video Database. pp. 42- 51 ,(1998) , 10.1109/CAIVD.1998.646032
B.S. Manjunath, J.-R. Ohm, V.V. Vasudevan, A. Yamada, Color and texture descriptors IEEE Transactions on Circuits and Systems for Video Technology. ,vol. 11, pp. 703- 715 ,(2001) , 10.1109/76.927424
De-Hong Wang, Qi Tian, Sheng Gan, Wing-Kin Sung, News sports video shot classification with sports play field and motion features international conference on image processing. ,vol. 4, pp. 2247- 2250 ,(2004) , 10.1109/ICIP.2004.1421545
A.W.M. Smeulders, M. Worring, S. Santini, A. Gupta, R. Jain, Content-based image retrieval at the end of the early years IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 22, pp. 1349- 1380 ,(2000) , 10.1109/34.895972
C.-T. Lin, C.S.G. Lee, Neural-network-based fuzzy logic control and decision system IEEE Transactions on Computers. ,vol. 40, pp. 1320- 1336 ,(1991) , 10.1109/12.106218
Vladimir N. Vapnik, The Nature of Statistical Learning Theory ,(1995)
Shih-Fu Chang, T. Sikora, A. Purl, Overview of the MPEG-7 standard IEEE Transactions on Circuits and Systems for Video Technology. ,vol. 11, pp. 688- 695 ,(2001) , 10.1109/76.927421
Kieran Mc Donald, Alan F. Smeaton, A Comparison of Score, Rank and Probability-Based Fusion Methods for Video Shot Retrieval Lecture Notes in Computer Science. pp. 61- 70 ,(2005) , 10.1007/11526346_10