DocumentCode
3475470
Title
A hybrid method for contrast enhancement
Author
Najafi, T. ; Zargari, Farzad
Author_Institution
Comput. Eng. Dept., Islamic Azad Univ., Tehran, Iran
fYear
2011
fDate
6-8 Sept. 2011
Firstpage
352
Lastpage
355
Abstract
One of the most important aspects of image quality is contrast and this paper presents a new hybrid method for contrast enhancement. The proposed method is a combination of two basic contrast enhancement methods i.e. transform and histogram. At first we apply Nonsubsampled Contourlet Transform (NSCT) on the source image, then NSCT coefficients are mapped to fuzzy domain and modified by a mapping function in fuzzy domain. After transforming the modified membership values from fuzzy domain into frequency domain, the enhanced image is reconstructed from the modified NSCT coefficients by inverse NSCT. Finally, histogram of the image is equalized by Contrast Limited Adaptive Histogram Equalization (CLAHE). The experimental results show that our method can achieve higher improvement than both Contourlet Transform (CT) and Histogram Equalization (HE) contrast enhancement methods.
Keywords
fuzzy logic; image enhancement; image reconstruction; wavelet transforms; contrast enhancement; contrast limited adaptive histogram equalization; fuzzy domain; image quality; image reconstruction; mapping function; membership values; nonsubsampled contourlet transform; source image; Helium; Histograms; Image edge detection; Image reconstruction; Noise; Wavelet transforms; fuzzy logic; histogram equalization; image contrast enhancement; nonsubsampled contourlet transform;
fLanguage
English
Publisher
ieee
Conference_Titel
Consumer Electronics - Berlin (ICCE-Berlin), 2011 IEEE International Conference on
Conference_Location
Berlin
Print_ISBN
978-1-4577-0233-4
Type
conf
DOI
10.1109/ICCE-Berlin.2011.6031868
Filename
6031868
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