Training support vector machines based on stacked generalization for image classification

Neurocomputing

Volumn 64, Issue 1-4 SPEC. ISS., 2005, Pages 497-503

  Tsai, Chih Fong ^a  

^a UNIVERSITY OF SUNDERLAND   (United Kingdom)

Author keywords

Image classification; Stacked generalization; Support vector machines

Indexed keywords

IMAGE ANALYSIS; LEARNING SYSTEMS; PATTERN RECOGNITION; VECTORS;

NON-CROSS-VALIDATION; SUPPORT VECTOR MACHINES (SVM); TWO-FOLD-CROSS-VALIDATION;

IMAGE PROCESSING;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; COMPUTER PREDICTION; COMPUTER PROGRAM; COMPUTER SIMULATION; COMPUTER SYSTEM; IMAGE ANALYSIS; IMAGE QUALITY; INFORMATION PROCESSING; MACHINE; METHODOLOGY; PRIORITY JOURNAL; VALIDATION PROCESS;

EID: 15844401385     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neucom.2004.08.005     Document Type: Article

References (12)

1. C.M. Bishop Neural Networks for Pattern Recognition 1995 Oxford University Press Oxford
2. C.J.C. Burges A tutorial on support vector machines for pattern recognition Data Mining Knowledge Discovery 2 1998 121-167
3. R.O. Duda P.E. Hart D.G. Stork Pattern Classification second ed 2001 Wiley New York
4. C.-W. Hsu C.-J. Lin A comparison of methods for multi-class support vector machines IEEE Trans. Neural Networks 12 2002 1288-1298
5. R. Kohavi P. Foster Glossary of terms Mach. Learn. 30 2/3 1998 271-274
6. K. Kuroda M. Hagiwara An image retrieval system by impression words and specific object names - IRIS Neurocomputing 43 2002 259-276
7. E. Osuna R. Freund F. Girosi Training support vector machines: An application to face detection Proceedings of Computer Vision and Pattern Recognition 1997 130-136
8. J.C. Russ The Image Processing Handbook fourth ed 2002 CRC Press Boca Raton
9. A.W.M. Smeulders M. Worring S. Santini A. Gupta R. Jain Content-based image retrieval at the end of the early years IEEE Trans. Pattern Anal. Mach. Intell. 22 12 2000 1349-1380
10. C.-F. Tsai, K. McGarry, J. Tait, Image classification using hybrid neural networks. Proceedings of the 26th International ACM SIGIR Conference on Research and Development in Information Retrieval, Toronto, Canada, July 28-August 1, 2003, pp. 431-432.
11. C.-F. Tsai Stacked generalization: A novel solution to bridge the semantic gap for content-based image retrieval Online Inf. Rev. 27 6 2003 442-445
12. V. Vapnik The Nature of Statistical Learning Theory 1999 Springer New York