Face Recognition Based on Supervised Direct   Locality Preserving Projection

doi:10.3969/j.issn.1000-3428.2009.10.062

Computer Engineering ›› 2009, Vol. 35 ›› Issue (10): 190-192.

• Artificial Intelligence and Recognition Technology • Previous Articles Next Articles

Face Recognition Based on Supervised Direct Locality Preserving Projection

LI Zheng-yi1, ZHU Yi-dan2,3, ZHAO Long2

(1. Software School, Changsha Social Work College, Changsha 410004; 2. College of Computer, National University of Defense Technology, Changsha 410073;3. Beijing Energy Conservation and Environment Protection Center, Beijing 100029)

Received:1900-01-01 Revised:1900-01-01 Online:2009-05-20 Published:2009-05-20

基于有监督直接局部保持投影的人脸识别

李政仪1，朱益丹2,3，赵龙2

(1. 长沙民政学院软件学院，长沙 410004；2. 国防科技大学计算机学院，长沙 410073；3. 北京节能环保中心，北京 100029)

Abstract

Abstract: This paper proposes a supervised direct locality preserving projection algorithm for image recognition. This algorithm solves locality preserving projection problem via simultaneous diagonallization combined with samples’ information, and can avoid the singularity of the matrices. Experimental results on the ORL face database show that this algorithm is more powerful than PCA and PCA+LPP for face recognition.

Key words: locality preserving projection, image recognition, Principal Component Analysis(PCA)

摘要： 提出一种用于图像识别的有监督直接局部保持投影算法，该算法结合样本类别信息，通过同时对角化的方法求解局部保持投影问题，避免矩阵的奇异性。在ORL人脸库上的测试结果表明，该算法的识别率高于PCA, PCA+LPP等方法。

关键词: 局部保持投影, 图像识别, 主成分分析

CLC Number:

TN911.73

LI Zheng-yi; ZHU Yi-dan; ZHAO Long. Face Recognition Based on Supervised Direct Locality Preserving Projection[J]. Computer Engineering, 2009, 35(10): 190-192.

李政仪;朱益丹;赵龙. 基于有监督直接局部保持投影的人脸识别[J]. 计算机工程, 2009, 35(10): 190-192.

/ Recommend / Download Citations

URL:

https://www.ecice06.com/EN/Y2009/V35/I10/190

[1]	Lei WANG, Shipeng DANG, Feng PAN. Model for Predicting Concealed Accessory Pathway Based on Convolutional Neural Network [J]. Computer Engineering, 2024, 50(8): 40-49.
[2]	YUAN Danfei, CHEN Cifa, DONG Fangmin. Research on Residual Network of Image Recognition Based on Multiscale Split [J]. Computer Engineering, 2022, 48(5): 258-262,271.
[3]	HU Xuan, XING Kai, LI Yaming, WANG Zhiyong, DENG Hongwu. Research on Optimization of Convolution Pretraining Model Based on Causal Intervention and Invariance [J]. Computer Engineering, 2022, 48(4): 89-98.
[4]	LU Peng, WAN Ying, ZOU Guoliang, CHEN Jinyu, ZHENG Zongsheng, WANG Zhenhua. Neural Network Model Compression Based on Adaptive Hierarchical Threshold Judgment [J]. Computer Engineering, 2022, 48(1): 112-118,126.
[5]	ZHOU Zhifei, WU Jinlong, LI Yiyi, JIA Libang, SHEN Yujie, ZHANG Gang, CUI Bin. Firearm Image Recognition System Based on Multi-Task Cascaded Residual Network [J]. Computer Engineering, 2022, 48(1): 214-219.
[6]	YAN Xin, ZHU Yonghao, TU Naiwei, WU Shuwen, WANG Yuhong. Prediction of Coal and Gas Outburst in Mine Working Face Based on PCA and Weighted Bayesian [J]. Computer Engineering, 2021, 47(8): 315-320.
[7]	HAO Zhanjun, ZHANG Daiyang, DANG Xiaochao, DUAN Yu. Non-contact Human Motion Recognition Method Based on Channel State Information [J]. Computer Engineering, 2021, 47(6): 172-181.
[8]	ZHUANG Zujiang, FANG Yu, LEI Jianchao, LIU Dongbo, WANG Haibin. Research on Spiking Neural Network Based on STDP Rule [J]. Computer Engineering, 2020, 46(9): 83-88,94.
[9]	SHENG Long, MA Jianfei, YANG Ruixin, WU Di. Research on CNN Image Classification Algorithm Based on Feature Exchange [J]. Computer Engineering, 2020, 46(9): 268-273.
[10]	JI Xiuyi, LI Jianhua. Chemical Structure Image Recognition Based on Dual Attention Mechanism [J]. Computer Engineering, 2020, 46(9): 213-220.
[11]	MA Jinlin, CHEN Deguang, MA Ziping, WEI Lin. A CAPTCHA Identification Method Optimized by Petri Net [J]. Computer Engineering, 2020, 46(7): 277-285.
[12]	HU Tao, DIAN Songyi, JIANG Ronghua. Hardware Trojan Detection Based on Long Short-Term Memory Neural Network [J]. Computer Engineering, 2020, 46(7): 110-115.
[13]	WANG Xiaoming, XU Tao, RAN Biao. Dictionary Learning Guided by Minimum Class Variance Support Vector [J]. Computer Engineering, 2020, 46(4): 60-69.
[14]	DANG Xiaochao, DENG Qiyan, HAO Zhanjun. Indoor Personnel Detection Method Based on 30° Angle Concentric Circular Sampling [J]. Computer Engineering, 2020, 46(4): 198-205.
[15]	YE Qinghao, TU Daijian, BI Qi, QIN Feiwei, GE Ruiquan, BAI Jing. Image Threat Recognition Based on Multiple View Architecture Deep Neural Network [J]. Computer Engineering, 2020, 46(11): 261-266.

Please choose a citation manager

Content to export

Face Recognition Based on Supervised Direct Locality Preserving Projection

基于有监督直接局部保持投影的人脸识别

PDF

Knowledge

Cited

Abstract

Cite this article

share this article

References

Related Articles 15

Recommended Articles

Metrics

Comments

模态框（Modal）标题

Please choose a citation manager

Content to export

Face Recognition Based on Supervised Direct Locality Preserving Projection

基于有监督直接局部保持投影的人脸识别

PDF

Knowledge

Cited

Abstract

Cite this article

share this article

References

Related Articles 15

Recommended Articles

Metrics

Comments