Efficient algorithms for detection of face, eye and eye state

被引:13
|
作者
Kalbkhani, Hashem [1 ]
Shayesteh, Mahrokh G. [1 ,2 ]
Mousavi, Seyyed Mohsen [3 ]
机构
[1] Urmia Univ, Dept Elect Engn, Orumiyeh, Iran
[2] Sharif Univ Technol, Dept Elect Engn, Wireless Res Lab, ACRI, Tehran, Iran
[3] Urmia Univ, Dept Comp Engn, Orumiyeh, Iran
基金
美国国家科学基金会;
关键词
EXTRACTION;
D O I
10.1049/iet-cvi.2011.0091
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Eye state analysis (open or closed) is an important step in fatigue detection. In this study, an efficient algorithm for eye state detection is proposed. At first, a new face detection method is presented for noisy images that finds the face area in the input image well. Then, novel algorithms for detection of eye region and eye state are introduced. The performance of the proposed method is evaluated on four different databases namely FERET, Aberdeen, IMM and CVL which contain more than 5700 images with different descents, positions, light conditions and glasses. The results show that the new method achieves more accuracy rate than the previously presented algorithms, while it does not need training data and is also computationally efficient.
引用
收藏
页码:184 / 200
页数:17
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