Title :
An efficient face recognition algorithm based on frequency domain cross-correlation function
Author :
Sharin, Anika ; Khan, Mahmudur Rahman ; Imtiaz, Hafiz ; Sarwar, Mirza Saquib Us ; Fattah, Shaikh Anowarul
Author_Institution :
Dept. of Electr. & Electron. Eng., Bangladesh Univ. of Eng. & Technol., Dhaka, Bangladesh
Abstract :
This paper presents a simple yet efficient feature extraction algorithm for face recognition based on the principle of spectral domain cross-correlation. Instead of considering the spatial data of a face image as a whole, spectral feature is extracted from the each row of the spatial data individually. As each of these rows bears distinct characteristic of the face image, considering row-wise Fourier domain representation of all of them ensures the extraction of detail variation in face geometry. It is shown that the cross-correlations obtained considering pairs of spectral representations of consecutive rows provide a signature of the particular face image reflecting the variation in the face geometry along the vertical direction. In a similar fashion, a horizontal signature can be obtained considering spectral cross-correlations along consecutive columns. In the proposed method, both of these horizontal and vertical signatures are utilized in order to obtain a distinguishable feature space for a particular person. It is found that the proposed feature extraction algorithm offers advantages of simple practical implementation with a high degree of face recognition accuracy.
Keywords :
Fourier transforms; correlation methods; face recognition; feature extraction; spectral analysis; visual databases; face geometry; face image; face recognition; frequency domain cross correlation function; row wise Fourier domain representation; spectral feature extraction; Fourier transform; Frequency domain feature extraction; classification; cross power spectrum; cross-correlation; face geometry; face recognition; vertical feature;
Conference_Titel :
Electrical and Computer Engineering (ICECE), 2010 International Conference on
Conference_Location :
Dhaka
Print_ISBN :
978-1-4244-6277-3
DOI :
10.1109/ICELCE.2010.5700658