A hybrid learning RBF neural network for human face recognition with pseudo Zernike moment invariant

Introduces a method for the recognition of human faces in 2-dimensional digital images using a new hybrid learning algorithm (HLA) for radial basis function (RBF) neural network as classifier and pseudo Zernike moment invariant (PZMI) as face feature. Also we evaluate the effect of orders of the PZMI on recognition rate, in the proposed technique. Simulation has been carried out on the face database of Olivetti Research Laboratory (ORL) and recognition rate of 98.7% is obtained using this proposed technique.

[1]  B. Achiriloaie,et al.  VI REFERENCES , 1961 .

[2]  Roland T. Chin,et al.  On image analysis by the methods of moments , 1988, Proceedings CVPR '88: The Computer Society Conference on Computer Vision and Pattern Recognition.

[3]  Roland T. Chin,et al.  On Image Analysis by the Methods of Moments , 1988, IEEE Trans. Pattern Anal. Mach. Intell..

[4]  Majid Ahmadi,et al.  Pattern recognition with moment invariants: A comparative study and new results , 1991, Pattern Recognit..

[5]  Jyh-Shing Roger Jang,et al.  ANFIS: adaptive-network-based fuzzy inference system , 1993, IEEE Trans. Syst. Man Cybern..

[6]  Christopher M. Bishop,et al.  Neural Network for Pattern Recognition , 1995 .

[7]  Hilary Buxton,et al.  Face Recognition using Radial Basis Function Neural Networks , 1996, BMVC.

[8]  Ioannis Pitas,et al.  Face localization and facial feature extraction based on shape and color information , 1996, Proceedings of 3rd IEEE International Conference on Image Processing.

[9]  Weiyang Zhou,et al.  Verification of the nonparametric characteristics of backpropagation neural networks for image classification , 1999, IEEE Trans. Geosci. Remote. Sens..

[10]  J. Haddadnia Human Face Recognition Using Radial Basis Function Neural Network , 2000 .

[11]  M. A. Grudin,et al.  On internal representations in face recognition systems , 2000, Pattern Recognit..

[12]  Harry Wechsler,et al.  Mixture of experts for classification of gender, ethnic origin, and pose of human faces , 2000, IEEE Trans. Neural Networks Learn. Syst..

[13]  Tieniu Tan,et al.  A new face detection method based on shape information , 2000, Pattern Recognit. Lett..

[14]  Erik Hjelmås,et al.  Face Detection: A Survey , 2001, Comput. Vis. Image Underst..