A No Reference Image Quality Metric for Blur and Ringing Effect based on a Neural Weighting Scheme

被引:1
作者
Chetouani, Aladine [1 ]
Beghdadi, Azeddine [2 ]
机构
[1] UPMC Paris VI, ISIR, Paris, France
[2] Univ Paris XIII, L2TI, Inst Galilee, Paris, France
来源
IMAGE QUALITY AND SYSTEM PERFORMANCE IX | 2012年 / 8293卷
关键词
Image Quality; Artificial Neural Networks; Subjective Scores; Artifacts;
D O I
10.1117/12.908021
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
No Reference Image Quality Metrics proposed in the literature are generally developed for specific degradations, limiting thus their application. To overcome this limitation, we propose in this study a NR-IQM for ringing and blur distortions based on a neural weighting scheme. For a given image, we first estimate the level of blur and ringing degradations contained in an image using an Artificial Neural Networks (ANN) model. Then, the final index quality is given by combining blur and ringing measures by using the estimated weights through the learning process. The obtained results are promising.
引用
收藏
页数:8
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