Changchun Institute of Optics,Fine Mechanics and Physics,CAS
No-reference image quality assessment combined with natural scene statistics and spatial transformation | |
Liu, X.; Z. Wu; D. Huang and H. Yun | |
2015 | |
发表期刊 | Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics |
卷号 | 27期号:2页码:249-255 |
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. |
文章类型 | 期刊论文 |
收录类别 | EI |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ciomp.ac.cn/handle/181722/56338 |
专题 | 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. |
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结合自然图像统计和空域变换的无参图像质量(2685KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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