Gender Classification from Hand Shape
Abstract
—Gender classification is important in identify the gender of a criminals and also minimize the list of suspects search from hand shape. It is also useful for of female security purpose. Using a small dataset of 50-hand shape images for 25 persons of different ages and genders is analyzed. By considering some geometry, region & boundary features it is possible to distinguish male and female. Features extraction can be done by using three methods Gabor filter, Zernike moment and Fourier descriptor. The features of each hand is represented by using higher order ZM (Zernike moment), FD (Fourier descriptor) and GF (gabbro filter). Finally, comparison is done by using feature level fusion techniques. The proposed system is implemented in MATLAB and has achieved accuracy of 91.99 % average.
References
[2] G.Amayeh, G.Bebis, “Hand-based verification and identification using palm–finger segmentation and fusion.” (2008).
[3] R.C.Gonzalez, R.E.Woods, “Digital Image Processing.”, 3rd Edition, pp.698-701.
[4] R.Dhanabal, V.Bharathi, G.P.Jain, G.Hariharan, P.D.Ramkumar, S.K.Sahoo, “Gabor Filter Design for Fingerprint Application Using Matlab and Verilog HDL.”
[5] N.Duta “A survey of biometric technology based on hand shape.” (2009).
[6] J.J. Ding, W.L.Chao, J.D. Huang, C.J. Kuo, “Antisymmetric Fourier Descriptor for Non-closed Segments.”
[7] G.Amayeh, G.Bebis, A.Erol, M. Nicolescu, “Peg-Free Hand Shape Verification Using High Order Zernike Moments.”
[8] G.Amayeh, A.Erol, G.Bebis, M.Nicolescu “Accurate and Efficient Computation of High Order Zernike Moments.” (1996).
[9] W.Li, C.Xiao, Y.Liu, “Low-order auditory Zernike moment: a novel approach for robust music identification in the compressed domain.” (2013).
[10] F.Scalzo, G.Bebis, M.Nicolescu, L.Loss, “Feature Fusion Hierarchies for Gender Classification.”
[11] P.P.Mirajkar, S.D.Ruikar, “Image Fusion Based On Stationary Wavelet Transform.” (2013).
[12] A. K. Agnihotri, B. Purwar, N. Jeebun, and S. Agnihotri. Determination of sex by hand dimensions. The Internet Journal of Forensic Science, ( 2006).
[13] P. Mantegazza. Della lunghezza relativa dell’indice a dell’anulare nella mano umana. Arch. Anthrop. Etnol., (1877).
[14] R. George. Human finger types. Anatomical Record, (1930).
[15] W. Brown, M. Hines, B. Fane, and M. Breedlove. “Masculinized finger length patterns in human males and females with congenital adrenal hyperplasia”. In Hormones and Behavior, (2002).
[16] D. McFadden and E. Shubel. “Relative lengths of fingers and toes in human males and females.” (2002).
[17]A.K. Agnihotri, B. Purwar, N. Jeebun, and S.Agnihotri. Determination of sex by hand dimensions. The Internet Journal of Forensic Science, ( 2006).
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