Title :
A Wavelet-Domain Structure Similarity for Image Quality Assessment
Author :
Liu, Lixiong ; Wang, Yuanquan ; Wu, Yuwei
Author_Institution :
Beijing Lab. of Intell. Inf. Technol., Beijing Inst. of Technol., Beijing, China
Abstract :
Recent studies have found that adoption of structure similarity index (SSIM) was successful in reflecting human visual characteristic better compared with traditional PSNR metrics. However this method shows some defects when evaluating the quality of blurred images and compressed degraded images at low bit rate. Good quality results were hardly achieved as they do not match the human vision system (HVS) well. This paper is to introduce a new image quality assessment algorithm based on wavelet-domain structure similarity (WDSSIM). The relative importance of the edge information under different scales is considered sufficiently in image quality assessment. The experimental results have demonstrated better consistency with the subjective perception for a large range of image types.
Keywords :
data compression; image coding; wavelet transforms; compressed degraded images; edge information; human vision system; image quality assessment; structure similarity index; subjective perceptual quality; wavelet-domain structure similarity; Bit rate; Degradation; Distortion measurement; Humans; Image coding; Image quality; Intelligent structures; Layout; PSNR; Pixel;
Conference_Titel :
Image and Signal Processing, 2009. CISP '09. 2nd International Congress on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-4129-7
Electronic_ISBN :
978-1-4244-4131-0
DOI :
10.1109/CISP.2009.5301033