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A spectral feature based approach for face recognition with one training sample

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : A spectral feature based approach for face recognition with one training sample
นักวิจัย : Sun, Zhan-Li , Lam, Kin-Man , Dong, Zhao-Yang , Wang, Han
คำค้น : DRNTU::Engineering::Electrical and electronic engineering.
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : Sun, Z.-L., Lam, K.-M., Dong, Z.-Y.,& Wang, H. (2012). A spectral feature based approach for face recognition with one training sample. 2012 IEEE International Conference on Signal Processing, Communication and Computing (ICSPCC 2012). , http://hdl.handle.net/10220/12081 , http://dx.doi.org/10.1109/ICSPCC.2012.6335726
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

In this paper, a novel spectral feature image-based 2DLDA (two-dimensional linear discriminant analysis) ensemble algorithm is proposed for face recognition with one sample image per person. In our algorithm, multi-resolution spectral feature images are constructed to represent the face images. The proposed method is inspired by our finding that, among these spectral feature images, features extracted from some orientations and scales using 2DLDA are not sensitive to variations of illumination and expression. In order to maintain the positive characteristics of these filters and to make correct category assignments, the strategy of classifier committee learning (CCL) is designed to combine the results obtained from different spectral feature images. Experimental results on the standard databases demonstrate the feasibility and efficiency of the proposed method.

บรรณานุกรม :
Sun, Zhan-Li , Lam, Kin-Man , Dong, Zhao-Yang , Wang, Han . (2555). A spectral feature based approach for face recognition with one training sample.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Sun, Zhan-Li , Lam, Kin-Man , Dong, Zhao-Yang , Wang, Han . 2555. "A spectral feature based approach for face recognition with one training sample".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Sun, Zhan-Li , Lam, Kin-Man , Dong, Zhao-Yang , Wang, Han . "A spectral feature based approach for face recognition with one training sample."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print.
Sun, Zhan-Li , Lam, Kin-Man , Dong, Zhao-Yang , Wang, Han . A spectral feature based approach for face recognition with one training sample. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.