Facial expression recognition using weber discrete wavelet transform

被引:5
作者
Nazir, Muhammad [1 ,2 ]
Jan, Zahoor [1 ]
Sajjad, Muhammad [1 ]
机构
[1] Islamia Coll Peshawar, Dept Comp Sci, Digital Image Proc Lab, Peshawar, Pakistan
[2] HITEC Univ Taxila, Dept Comp Sci & Engn, Taxila, Pakistan
关键词
Facial expression recognition; weber local descriptor; discrete wavelet transform; multi scale images; dimension reduction; LOCAL BINARY PATTERNS; FACE RECOGNITION; FEATURES; SCALE;
D O I
10.3233/JIFS-161787
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a novel descriptor called Weber Discrete Wavelet Transform (WDWT) is proposed. It effectively recognizes facial expressions. WDWT uses unique combination of Weber Local Descriptor (WLD) and Discrete Wavelet Transform (DWT) for efficient extraction of illumination invariant features from multi scale images. The proposed descriptor's effectiveness is evaluated under different challenges on facial expression recognition problem. Experiments are performed on the standard face databases and results show that the proposed technique performs better than traditional LBP and WLD over a range of low resolution images. A significant decrease in the feature dimensions and substantial increase in recognition accuracy rate has been observed.
引用
收藏
页码:479 / 489
页数:11
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