Panoramic Face Recognition

被引:15
|
作者
Liu, Yun-Fu [1 ]
Guo, Jing-Ming [1 ]
Liu, Po-Hsien [1 ]
Lee, Jiann-Der [2 ,3 ]
Yao, Chen-Chieh [1 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Elect Engn, Taipei 10607, Taiwan
[2] Chang Gung Univ, Dept Elect Engn, Taoyuan, Taiwan
[3] Linkou Chang Gung Mem Hosp, Dept Neurosurg, Taoyuan 33305, Taiwan
关键词
Face recognition; panoramic face; pose invariance; 3d face; multiview face recognition; MODELS;
D O I
10.1109/TCSVT.2017.2693682
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
Normally, modeling 3D face is an effective way for pose-invariant recognition, yet its expensive computation significantly discourages potential applications. In this paper, a simple and fully automatic panoramic image-based pose-invariant face recognition method is proposed to present excellent accuracy with low complexity. In this paper, a face shape model with local morphing treatment is first constructed and considered as the alignment standard to deal with all of the possible geometric distortion problems. During the recognition phase, a proposed systematically designed algorithm with morphing and the selection function are both utilized to significantly ease the negative effects of various poses within +/- 45 degrees in yaw and +/- 22.5 degrees in pitch. As demonstrated in experimental results, a similar accuracy as that of the 3D start-of-the-arts is achieved with much less computational complexity.
引用
收藏
页码:1864 / 1874
页数:11
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