Title :
Spectral image distortion map
Author :
Kalenova, Diana ; Toivanen, Pekka ; Botchko, Vladimir
Author_Institution :
Dept. of Inf. Technol., Lappeenranta Univ. of Technol., Finland
Abstract :
In this paper, a novel technique of spectral image quality evaluation using spectral image distortion map (SIDM) is proposed. The method is based on a recent approach to evaluation of color differences in a spectral space. What is calculated here, in fact, is a pixelwise spectral distortion. As the measure of the dissimilarity, a novel kernel based similarity measure is used. The metric produces comparable values of differences for perceptually equally disparate colors. As a result, a grayscale spectral distortion image is obtained, where the intensity of each of the pixels is a difference between the original image and the distorted one. A perceptual image distortion map (PIDM) has also been constructed to show the accuracy of SIDM. A comparison of PIDM and SIDM shows that the latter provides an excellent fit to the response of the human visual system.
Keywords :
distortion; image colour analysis; image reconstruction; principal component analysis; spectral analysis; grayscale image; human visual system; image quality evaluation; perceptual image distortion map; pixelwise spectral distortion; spectral image distortion map; Distortion measurement; Gray-scale; Humans; Image coding; Image quality; Kernel; Pixel; Space technology; Testing; Visual system;
Conference_Titel :
Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on
Print_ISBN :
0-7695-2128-2
DOI :
10.1109/ICPR.2004.1334257