Title :
Image enhancement for improving face detection under non-uniform lighting conditions
Author :
Unaldi, Numan ; Sankaran, Praveen ; Asari, Vijayan K. ; Rahman, Zia-ur
Author_Institution :
Comput. Intell. & Machine Vision Lab., ODU, Norfolk, VA
Abstract :
A new wavelet-based image enhancement algorithm is proposed to improve performance of face detection in non-uniform lighting environment with high dynamic range. Wavelet transform is used for dimension reduction so that dynamic range compression with local contrast enhancement algorithm is applied only to the approximation coefficients. The normalized approximation coefficients are transformed using a hyperbolic sine curve which achieves dynamic range compression. Contrast enhancement is realized by tuning the magnitude of each coefficient with respect to its surroundings. The detail coefficients are also modified to prevent the edge deformation. Experimental results on the proposed algorithm show improvement on the performance of the Viola-Jones face detector when compared to other prominent enhancement techniques.
Keywords :
face recognition; image enhancement; wavelet transforms; dimension reduction; dynamic range compression; face detection; hyperbolic sine curve; local contrast enhancement algorithm; nonuniform lighting conditions; wavelet based image enhancement algorithm; wavelet transform; Approximation algorithms; Color; Dynamic range; Face detection; Histograms; Humans; Image coding; Image enhancement; Layout; Wavelet transforms; Image Enhancement; dynamic range compression; face detection; local contrast enhancement;
Conference_Titel :
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-1765-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2008.4712009