메뉴 건너뛰기




Volumn 40, Issue 1, 2007, Pages 19-32

Image classification with the use of radial basis function neural networks and the minimization of the localized generalization error

Author keywords

Generalization error; Image classification; MPEG 7; Radial basis functions neural networks; Support vector machines

Indexed keywords

IMAGE COMPRESSION; LEARNING SYSTEMS; OPTIMIZATION; RADIAL BASIS FUNCTION NETWORKS;

EID: 33749249058     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2006.07.002     Document Type: Article
Times cited : (97)

References (24)
  • 3
    • 0032595046 scopus 로고    scopus 로고
    • Model complexity control for regression using VC generalization bounds
    • Cherkassky V., Shao X., Mulier F.M., and Vapnik V.N. Model complexity control for regression using VC generalization bounds. IEEE Trans. Neural Networks 10 5 (1999) 1075-1089
    • (1999) IEEE Trans. Neural Networks , vol.10 , Issue.5 , pp. 1075-1089
    • Cherkassky, V.1    Shao, X.2    Mulier, F.M.3    Vapnik, V.N.4
  • 5
    • 4644323787 scopus 로고    scopus 로고
    • E. Izquierdo, I. Damnjanovic, P. Villegas, X. Li-Qun, S. Herrmann, Bringing user satisfaction to media access: the 1st busman project, IEEE Proceedings of the International Conference on Information Visualisation, 2004, pp. 444-449.
  • 6
    • 35048855695 scopus 로고    scopus 로고
    • V. Mezaris, H. Doulaverakis, R.M.B. de Otalora, S. Herrmann, I. Kompatsiaris, M.G. Strintzis, A test-bed for region-based image retrieval using multiple segmentation algorithms and the MPEG-7 experimentation model: the schema reference system, Image and Video Retrieval, Lecture Notes in Computer Science, 2004, pp. 592-600.
  • 8
    • 33749237669 scopus 로고    scopus 로고
    • A. Dorado, W. Pedrycz, E. Izquierdo, An MPEG-7 learning space for semantic image classification, Proceedings of the 31st Latin American Computing Conference, Cali, Colombia, 2005, pp. 297-307.
  • 10
    • 13244283619 scopus 로고    scopus 로고
    • A. Barla, F. Odone, A. Verri, Old fashioned state-of-the-art image classification, IEEE Proceedings of International Conference on Image Analysis and Processing, 2003, pp. 566-571.
  • 12
    • 0032594951 scopus 로고    scopus 로고
    • Support vector machines for histogram-based image classification
    • Chapelle O., Haffner P., and Vapnik V.N. Support vector machines for histogram-based image classification. IEEE Trans. Neural Networks 10 5 (1999) 1055-1064
    • (1999) IEEE Trans. Neural Networks , vol.10 , Issue.5 , pp. 1055-1064
    • Chapelle, O.1    Haffner, P.2    Vapnik, V.N.3
  • 13
    • 5044230039 scopus 로고    scopus 로고
    • N. Serrano, A. Savakis, A. Luo, A computationally efficient approach to indoor/outdoor scene classification, IEEE Proceedings of International Conference on Pattern Recognition, 2002, pp. 146-149.
  • 14
    • 85143191076 scopus 로고    scopus 로고
    • R. Yan, Y. Liu, R. Jin, A. Hauptmann, On predicting rare classes with SVM ensembles in scene classification, IEEE Proceedings of International Conference on Acoustics, Speech, and Signal Processing, 2003, pp. 21-24.
  • 15
    • 1542287442 scopus 로고    scopus 로고
    • C.-F. Tsai, K. McGarry, J. Tait, Image classification using hybrid neural networks, ACM SIGIR Proceedings of International Conference on Research and Development in Information Retrieval, 2003, pp. 431-432.
  • 16
    • 0036452375 scopus 로고    scopus 로고
    • S. Prabhakar, H. Cheng, J.C. Handley, Z. Fan, Y.W. Lin, Picture-graphics color image classification, IEEE Proceedings of International Conference on Image Processing, 2002, pp. 785-788.
  • 18
    • 0010442827 scopus 로고    scopus 로고
    • On the algorithmic implementation of multiclass Kernel-based vector machines
    • Crammer K., and Singer Y. On the algorithmic implementation of multiclass Kernel-based vector machines. J. Mach. Learn. Res. 2 2 (2002) 265-292
    • (2002) J. Mach. Learn. Res. , vol.2 , Issue.2 , pp. 265-292
    • Crammer, K.1    Singer, Y.2
  • 19
    • 10444273960 scopus 로고    scopus 로고
    • Y. Cheng, J. Lu, T. Yahagi, Car license plate recognition based on the combination of principal components analysis and radial basis function networks, IEEE Proceedings of International Conference on Signal Processing, 2004, pp. 1455-1458.
  • 20
    • 0242695730 scopus 로고    scopus 로고
    • Implementation of an RBF Neural Network on embedded systems: real-time face tracking and identity verification
    • Fan Y., and Paindavoine M. Implementation of an RBF Neural Network on embedded systems: real-time face tracking and identity verification. IEEE Trans. Neural Networks 14 5 (2003) 1162-1175
    • (2003) IEEE Trans. Neural Networks , vol.14 , Issue.5 , pp. 1162-1175
    • Fan, Y.1    Paindavoine, M.2
  • 21
    • 84947403595 scopus 로고
    • Probability inequalities for sums of bounded random variables
    • Hoeffding W. Probability inequalities for sums of bounded random variables. J. Am. Stat. Assoc. 58 (1963) 13-30
    • (1963) J. Am. Stat. Assoc. , vol.58 , pp. 13-30
    • Hoeffding, W.1
  • 23
    • 33749238348 scopus 로고    scopus 로고
    • D.S. Yeung, W.W.Y. Ng, D. Wang, E.C.C. Tsang, X.-Z. Wang, Localized generalization error model and its application to architecture selection for radial basis function neural network, IEEE Trans. Neural Networks, submitted for publication, second review.
  • 24
    • 0031568361 scopus 로고    scopus 로고
    • A sequential learning scheme for function approximation using minimal radial basis function neural networks
    • Yingwei L., Sundararajan N., and Saratchandran P. A sequential learning scheme for function approximation using minimal radial basis function neural networks. Neural Comput. 9 (1997) 461-478
    • (1997) Neural Comput. , vol.9 , pp. 461-478
    • Yingwei, L.1    Sundararajan, N.2    Saratchandran, P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.