Ocular Recognition for Blinking Eyes

被引:14
|
作者
Liu, Peizhong [1 ]
Guo, Jing-Ming [2 ]
Tseng, Szu-Han [2 ]
Wong, KokSheik [3 ]
Lee, Jiann-Der [4 ]
Yao, Chen-Chieh [2 ]
Zhu, Daxin [5 ]
机构
[1] Huaqiao Univ, Coll Engn, Quanzhou 362021, Fujian, Peoples R China
[2] Natl Taiwan Univ Sci & Technol, Dept Elect Engn, Taipei 10607, Taiwan
[3] Monash Univ Malaysia, Sch Informat Technol, Bandar Sunway 47500, Malaysia
[4] Chang Gung Univ, Dept Elect Engn, Taipei 33302, Taiwan
[5] Quanzhou Normal Univ, Sch Math & Comp Sci, Quanzhou 362000, Peoples R China
基金
中国国家自然科学基金;
关键词
Ocular recognition; eye movement; eye shapes; face recognition; periocular recognition; FACE RECOGNITION;
D O I
10.1109/TIP.2017.2713041
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Ocular recognition is expected to provide a higher flexibility in handling practical applications as oppose to the iris recognition, which only works for the ideal open-eye case. However, the accuracy of the recent efforts is still far from satisfactory at uncontrollable conditions, such as eye blinking which implies any poses of eyes. To address these issues, the skin texture, eyelids, and additional geometrical features are employed. In addition, to achieve higher accuracy, sequential forward floating selection is utilized to select the best feature combinations. Finally, the non-linear support vector machine is applied for identification purpose. Experimental results demonstrate that the proposed algorithm achieves the best accuracy for both open eye and blinking eye scenarios. As a result, it offers greater flexibility for the prospective subjects during recognition as well as higher reliability for security.
引用
收藏
页码:5070 / 5081
页数:12
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