New locally linear embedding of face recognition algorithm

Computer Engineering and Applications ›› 2011, Vol. 47 ›› Issue (24): 171-173.

• 图形、图像、模式识别 • Previous Articles Next Articles

New locally linear embedding of face recognition algorithm

LIU Qian1，PAN Chen2

1.School of Mathematics and Computer Science，Ningxia University，Yinchuan 750021，China
2.College of Information Engineering，China Jiliang University，Hangzhou 310018，China

Received:1900-01-01 Revised:1900-01-01 Online:2011-08-21 Published:2011-08-21

新的局部线性嵌入下的人脸识别方法

刘倩1，潘晨2

1.宁夏大学数学计算机学院，银川 750021
2.中国计量学院信息工程学院，杭州 310018

Abstract

Abstract: In view of the disadvantages that LLE algorithm is unable to follow-up the test samples which are collected separately and to use dimensionality reduction，LLE algorithm does not make use of the classification of information sample point as well，a method is proposed to recognize the face using Supervised Incremental Locally Linear Embedding algorithm（SILLE），and combined with wavelet transformation to pretreat the images.Experimental results based on ORL database show that SILLE algorithm compared with LLE algorithm greatly reduces calculating time spent in handling additional samples and improves recognition accuracy.

Key words: face recognition, wavelet transform, locally linear embedding

摘要： 针对LLE算法无法对后续采集的测试样本单独进行降维处理和未能利用样本点分类信息的两点不足之处，提出了一种有监督的增量式局部线性嵌入算法（SILLE），并采取小波变换对图像进行预处理。通过对ORL数据库实验证明，SILLE算法与LLE算法相比大大降低了处理新增样本点的计算时间，并且提高了识别精度。

关键词: 人脸识别, 小波变换, 局部线性嵌入

LIU Qian1，PAN Chen2. New locally linear embedding of face recognition algorithm[J]. Computer Engineering and Applications, 2011, 47(24): 171-173.

刘倩1，潘晨2. 新的局部线性嵌入下的人脸识别方法[J]. 计算机工程与应用, 2011, 47(24): 171-173.

[1]	QIAO Hui, ZHOU Shuisheng. Nolinear Angle 2DPCA and Its Application on Face Recognition [J]. Computer Engineering and Applications, 2021, 57(8): 112-118.
[2]	HU Wentao, CHEN Xiuhong. Low-Rank Projection Learning Based on Neighbor Graph [J]. Computer Engineering and Applications, 2021, 57(7): 209-214.
[3]	WANG Peng, YE Xueyi, WANG Tao, QIAN Dingwei. Face Recognition Based on Double Variation and Double Space Local Directional Pattern [J]. Computer Engineering and Applications, 2021, 57(4): 91-99.
[4]	SHI Zhengyu, CHEN Renwen, HUANG Bin. Low-Resolution Face Recognition Based on Self-Normalizing Neural Network [J]. Computer Engineering and Applications, 2021, 57(3): 137-143.
[5]	LI Junyao, LI Zhihui, XIE Lanchi, HOU Xinyu, YE Dong. Advances of Age Progression Based Cross-Age Face Recognition [J]. Computer Engineering and Applications, 2021, 57(24): 27-38.
[6]	LIU Jinjin, LI Qingbao, LI Xiaonan. Neural Network Compression Algorithm Based on Adversarial Learning and Knowledge Distillation [J]. Computer Engineering and Applications, 2021, 57(21): 180-187.
[7]	DU Xiuli, MA Zhenqian, QIU Shaoming, LYU Yana. Recognition of Motor Imaging EEG Signals Based on Convolution Attention Mechanism [J]. Computer Engineering and Applications, 2021, 57(18): 181-185.
[8]	XU Xialing, LIU Tao, TIAN Guohui, YU Wenjuan, XIAO Dajun, LIANG Shanpeng. Review of Occlusion Face Recognition Methods [J]. Computer Engineering and Applications, 2021, 57(17): 46-60.
[9]	XU Ranran, WU Xiaojun, YIN Hefeng. Face Recognition via Discriminative Non-negative Representation Based Classification [J]. Computer Engineering and Applications, 2021, 57(13): 147-153.
[10]	WANG Yu, LIU Fan, WANG Fei. Autoencoder Based Sparse Representation for Single Sample Face Recognition [J]. Computer Engineering and Applications, 2021, 57(1): 168-172.
[11]	DONG Yanhua, ZHANG Shumei, ZHAO Junli. Review of Occlusion Face Recognition Method [J]. Computer Engineering and Applications, 2020, 56(9): 1-12.
[12]	LIN Kezheng, ZHANG Yuanming, LI Haotian. Research on HOG Feature Extraction Algorithm Weighted by Information Entropy [J]. Computer Engineering and Applications, 2020, 56(6): 147-152.
[13]	YUAN Xiaoping, CUI Qiwen, CHENG Gan, ZHANG Xia, ZHANG Yi, WANG Suyuan. Improved Gabor Self Quotient Image Algorithm and Its Application to Face Recognition [J]. Computer Engineering and Applications, 2020, 56(5): 206-213.
[14]	FAN Wenbing, SUN Zhiyuan. SAR Image Segmentation Algorithm Based on Generalized Gauss Distribution in Wavelet Domain [J]. Computer Engineering and Applications, 2020, 56(5): 222-226.
[15]	QIU Jianrong, LUO Han. Improved Local Linear Embedding Algorithm and Its Application [J]. Computer Engineering and Applications, 2020, 56(3): 176-179.

New locally linear embedding of face recognition algorithm

新的局部线性嵌入下的人脸识别方法

PDF

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 15

Recommended Articles

Metrics