Title :
Structure similarity image quality assessment based on visual perception
Author :
Hongsheng Yu ; Xiusheng Liu
Author_Institution :
Sch. of Math. & Phys., Huangshi Inst. of Technol., Huangshi, China
Abstract :
An image quality objective assessment method of wavelet domain structure similarity (WDSSIM) is proposed by considering human visual features for some deficiencies of spatial structural similarity (SSIM) assessment method while measuring the quality of geometric distorted images and noise polluted images. The method includes three steps: a) decomposing the reference image and the distorted image into sub-band images with different scales and frequencies by wavelet transform, and acquiring human visual in-band sensitivity and inter-band sensitivity according to human visual JND model; b) measuring the structural similarity between the same scale and frequency sub-band images of the reference image and distorted image respectively using in-band sensitivity as weights; c) obtaining structural similarity of the whole image by averaging the weighted SSIM of each pair sub-band images using inter-band sensitivity as weights. Experimental results show that WDSSIM method is agree with human visual features and its objective results are more consistent with the subjective assessment results than traditional methods.
Keywords :
computational geometry; image denoising; visual perception; wavelet transforms; WDSSIM method; geometric distorted image quality; human visual JND model; human visual in-band sensitivity; inter-band sensitivity; noise polluted image quality; spatial structural similarity assessment method; structure similarity image quality objective assessment method; visual perception; wavelet domain structure similarity; wavelet transform; Humans; Image quality; PSNR; Sensitivity; Visualization; Wavelet transforms; WDSSIM; human visual sensitivity; human visual system (HVS); image quality objective assessment;
Conference_Titel :
Electronic and Mechanical Engineering and Information Technology (EMEIT), 2011 International Conference on
Conference_Location :
Harbin, Heilongjiang, China
Print_ISBN :
978-1-61284-087-1
DOI :
10.1109/EMEIT.2011.6023384