Title :
A full-reference color image quality measure in the DWT domain
Author :
Gayle, Devon ; Mahlab, Hazem ; Ucar, Yuksel ; Eskicioglu, Ahmet M.
Author_Institution :
Dept. of Comput. & Inf. Sci., CUNY Brooklyn Coll., Bedford, NY, USA
Abstract :
In this paper, we present a new objective quality measure for color images. In any frequency domain transform, the coefficients in different frequency bands have different magnitudes. The 2-dimensional Discrete Wavelet Transform (DWT) separates a given image into four bands: LL, HL, LH, and HH. After applying the DWT to both the original and degraded images, we compute the absolute value of the difference of the magnitudes in each band, and obtain the standard deviation (SD) of these differences. The proposed measure is defined as the mean of four SD values. Correlation of the subjective ratings and objective scores gives the performance of the measure. A comparison with the peak signal-to-noise ratio (PSNR), and two state-of-the-art metrics, Q and MSSIM, shows that our results correlate better with the judgment of human observers.
Keywords :
correlation methods; discrete wavelet transforms; frequency-domain analysis; image colour analysis; 2-dimensional discrete wavelet transform; DWT domain; HH; HL; LH; LL; MSSIM; PSNR; Q; SD; frequency domain transform; full-reference color image quality measurement; human observer; objective score; peak signal-to-noise ratio; standard deviation; structural similarity index; subjective rating; Acoustic distortion; Discrete wavelet transforms; Distortion measurement; Image quality; Nonlinear distortion; PSNR; Transform coding;
Conference_Titel :
Signal Processing Conference, 2005 13th European
Conference_Location :
Antalya
Print_ISBN :
978-160-4238-21-1