No-reference image quality assessment combined with natural scene statistics and spatial transformation

CORC > 长春光学精密机械与物理研究所 > 中国科学院长春光学精密机械与物理研究所 > 中科院长春光机所知识产出

	No-reference image quality assessment combined with natural scene statistics and spatial transformation
	Liu, X.; Z. Wu; D. Huang and H. Yun
刊名	Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics
	2015
卷号	27 期号:2 页码:249-255
英文摘要	To solve the problem of image quality assessment, a novel no-reference image quality assessment method is proposed based on natural scene statistics and spatial transformation. Firstly, statistical distribution of image by spatial transformation and grads are got. Secondly, asymmetric generalized Gaussian distribution model is used to simulate the distribution. And by reflection on unsymmetrical character, parameters are calculated to show distribution feature. Finally, diversity between distortion image and original image is compared and assessment value by K-L divergence is computed. Experiments reveal that this method can evaluate pictures with any kind of distortion without reference. The assessment results are better than other methods in accordance with subjective DMOS. At the same time, the complexity of calculation of this method is comparatively lower, the time for simple processing each of images in Live database is less than 130ms, which makes it great and wide value for engineering application. , 2015, Institute of Computing Technology. All right reserved.
收录类别	EI
内容类型	期刊论文
源URL	[http://ir.ciomp.ac.cn/handle/181722/56338]
专题	长春光学精密机械与物理研究所_中科院长春光机所知识产出
推荐引用方式 GB/T 7714	Liu, X.,Z. Wu,D. Huang and H. Yun. No-reference image quality assessment combined with natural scene statistics and spatial transformation[J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics,2015,27(2):249-255.
APA	Liu, X.,Z. Wu,&D. Huang and H. Yun.(2015).No-reference image quality assessment combined with natural scene statistics and spatial transformation.Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics,27(2),249-255.
MLA	Liu, X.,et al."No-reference image quality assessment combined with natural scene statistics and spatial transformation".Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics 27.2(2015):249-255.