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Pose invariant face recognition under arbitrary illumination based on 3D face reconstruction
Chai, XJ; Qing, LY; Shan, SG; Chen, XL; Gao, W
2005
发表期刊AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS
ISSN0302-9743
卷号3546页码:956-965
摘要Pose and illumination changes from picture to picture are two main barriers toward full automatic face recognition. In this paper, a novel method to handle both pose and lighting condition simultaneously is proposed, which calibrates the pose and lighting condition to a pre-set reference condition through an illumination invariant 3D face reconstruction. First, some located facial landmarks and a priori statistical deformable 3D model are used to recover an elaborate 3D shape. Based on the recovered 3D shape, the "texture image" calibrated to a standard illumination is generated by spherical harmonics ratio image and finally the illumination independent 3D face is reconstructed completely. The proposed method combines the strength of statistical deformable model to describe the shape information and the compact representations of the illumination in spherical frequency space, and handle both the pose and illumination variation simultaneously. This algorithm can be used to synthesize virtual views of a given face image and enhance the performance of face recognition. The experimental results on CMU PIE database show that this method can significantly improve the accuracy of the existed face recognition method when pose and illumination are inconsistent between gallery and probe sets.
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号WOS:000231117100100
出版者SPRINGER-VERLAG BERLIN
引用统计
被引频次:10[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/10051
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Chai, XJ
作者单位1.Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
2.CAS, ISVISION Joint R&D Lab Face Recognit, ICT, Beijing 100080, Peoples R China
推荐引用方式
GB/T 7714
Chai, XJ,Qing, LY,Shan, SG,et al. Pose invariant face recognition under arbitrary illumination based on 3D face reconstruction[J]. AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,2005,3546:956-965.
APA Chai, XJ,Qing, LY,Shan, SG,Chen, XL,&Gao, W.(2005).Pose invariant face recognition under arbitrary illumination based on 3D face reconstruction.AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,3546,956-965.
MLA Chai, XJ,et al."Pose invariant face recognition under arbitrary illumination based on 3D face reconstruction".AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS 3546(2005):956-965.
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