Real-time embedded eye detection system

被引:5
|
作者
Ruiz-Beltran, Camilo A. [1 ]
Romero-Garces, Adrian [1 ]
Gonzalez, Martin [1 ]
Sanchez Pedraza, Antonio [2 ]
Rodriguez-Fernandez, Juan A. [1 ]
Bandera, Antonio [1 ]
机构
[1] Univ Malaga, Dept Elect Technol, Malaga, Spain
[2] LDA Audio Tech, Andalusia Technol Pk, Malaga, Spain
关键词
Eye detection; Viola-Jones algorithm; All programmable System-on-Chip; FACE;
D O I
10.1016/j.eswa.2022.116505
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The detection of a person's eyes is a basic task in applications as important as iris recognition in biometric identification or fatigue detection in driving assistance systems. Current commercial and research systems use software frameworks that require a dedicated computer, whose power consumption, size and price are significantly large. This paper presents a hardware-based embedded solution for eye detection in real-time. From an algorithmic point-of-view, the popular Viola-Jones approach has been redesigned to enable highly parallel, single-pass image-processing implementation. Synthesized and implemented in an All-Programmable System-on-Chip (AP SoC), this proposal allows us to process more than 88 frames per second (fps), taking the classifier less than 2 ms per image. Experimental validation has been successfully addressed in an iris recognition system that works with walking subjects. In this case, the prototype module includes a CMOS digital imaging sensor providing 16 Mpixels images, and it outputs a stream of detected eyes as 640 x 480 images. Experiments for determining the accuracy of the proposed system in terms of eye detection are performed in the CASIA-Iris-distance V4 database. Significantly, they show that the accuracy in terms of eye detection is 100%.
引用
收藏
页数:10
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