MCL-JCV: A JND-BASED H.264/AVC VIDEO QUALITY ASSESSMENT DATASET

被引:0
|
作者
Wang, Haigiang [1 ]
Gan, Weihao [1 ]
Hu, Sudeng [1 ]
Lin, Joe Yuchieh [1 ]
Jin, Lina [1 ]
Song, Longguang [1 ]
Wang, Ping [1 ]
Katsavounidis, Ioannis [2 ]
Aaron, Anne [2 ]
Kuo, C. -C. Jay [1 ]
机构
[1] Univ Southern Calif, Los Angeles, CA 90033 USA
[2] Netflix, Los Gatos, CA USA
关键词
Video Quality Assessment; Just Noticeable Difference; Gaussian Mixture Model; Outlier Detection;
D O I
暂无
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
A compressed video quality assessment dataset based on the just noticeable difference (JND) model, called MCL-JCV, is recently constructed and released. In this work, we explain its design objectives, selected video content and subject test procedures. Then, we conduct statistical analysis on collected JND data. We compute the difference between every two adjacent JND points and propose an outlier detection algorithm to remove unreliable data. We also show that each JND difference group can be well approximated by a normal distribution so that we can adopt the Gaussian mixture model (GMM) to characterize the distribution of multiple JND points. Finally, it is demonstrated by experimental results that the proposed JND analysis performed in the difference domain, called the D-method, achieves a lower BIC (Bayesian information criteria) value than the previously proposed G-method.
引用
收藏
页码:1509 / 1513
页数:5
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