Video quality assessment using a statistical model of human visual speed perception

被引:156
作者
Wang, Zhou [1 ]
Li, Qiang [2 ]
机构
[1] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada
[2] Univ Texas Arlington, Dept Elect Engn, Arlington, TX 76019 USA
关键词
D O I
10.1364/JOSAA.24.000B61
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Motion is one of the most important types of information contained in natural video, but direct use of motion information in the design of video quality assessment algorithms has not been deeply investigated. Here we propose to incorporate a recent model of human visual speed perception [Nat. Neurosci. 9, 578 (2006)] and model visual perception in an information communication framework. This allows us to estimate both the motion information content and the perceptual uncertainty in video signals. Improved video quality assessment algorithms are obtained by incorporating the model as spatiotemporal weighting factors, where the weight increases with the information content and decreases with the perceptual uncertainty Consistent improvement over existing video quality assessment algorithms is observed in our validation with the video quality experts group Phase I test data set. (C) 2007 Optical Society of America
引用
收藏
页码:B61 / B69
页数:9
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