QUATERNION BASED COLOR IMAGE QUALITY ASSESSMENT INDEX

被引:1
|
作者
Wang, Yuqing [1 ]
Zhu, Ming [1 ]
Pang, Haochen [1 ,2 ]
Wang, Yong [1 ,2 ]
机构
[1] Chinese Acad Sci, Changchun Inst Opt Fine Mech & Phys, 3888 Dong Nanhu Rd, Changchun, Jilin, Peoples R China
[2] Chinese Acad Sci, Grad Sch, Beijing, Peoples R China
关键词
Quality assessment; quaternion; color image; singular value decomposition; local variance;
D O I
10.1142/S0219467811004111
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
A quaternion model for describing color image is proposed in order to evaluate its quality. Local variance distribution of luminance layer is calculated. Color information is taken into account by using quaternion matrix. The description method is a combination of luminance layer and color information. The angle between the singular value feature vectors of the quaternion matrices corresponding to the reference image and the distorted image is used to measure the structural similarity of the two color images. When the reference image and distorted images are of unequal size it can also assess their quality. Results from experiments show that the proposed method is better consistent with the human visual characteristics than MSE, PSNR and MSSIM. The resized distorted images can also be assessed rationally by this method.
引用
收藏
页码:195 / 206
页数:12
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