Title :
Towards anovel perceptual color difference metric using circular processing of hue components
Author :
Dohyoung Lee ; Plataniotis, Konstantinos N.
Author_Institution :
Edward S. Rogers Dept. of Electr. & Comput. Eng., Univ. of Toronto, Toronto, ON, Canada
Abstract :
This paper introduces a novel metric for image difference prediction, capable of handling color data. The proposed metric, namely, color difference index based on circular hue, is a full-reference based scheme, which independently processes achromatic and chromatic differences of two input color images. Within the framework, chromatic information is analyzed using two perceptual attributes, hue and chroma information, simulating human visual system mechanism. Unlike conventional approaches where the periodic nature of hue is disregarded, we propose to estimate hue difference by adopting theory of circular statistics. Performance of the proposed solution is validated using benchmark image quality assessment databases. Experimental results indicate the effectiveness of the proposed metric against a wide range of distortions, especially on chromatic distortions, making it better suited for color gamut mapping applications.
Keywords :
image colour analysis; statistics; achromatic differences; chroma information; chromatic distortions; chromatic information; circular hue components; circular statistics; color difference index; color gamut mapping; hue difference; human visual system mechanism; image quality assessment databases; perceptual color difference metric; perceptual image difference; Color; Correlation; Image color analysis; Image quality; Measurement; Vectors; Visualization; angular data; circular statistics; color gamut mapping; color image; hue; perceptual image difference;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6853579