Face Recognition Based on Adaptive Neighborhood Locality Preserving Projection Algorithm

Bo Zhou; Yuqing He; Jian Wang

doi:10.3788/LOP55.031010

Laser & Optoelectronics Progress, Volume. 55, Issue 3, 031010(2018)

Face Recognition Based on Adaptive Neighborhood Locality Preserving Projection Algorithm

Bo Zhou, Yuqing He^*, and Jian Wang

Author Affiliations

School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China

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Abstract Get PDF(in Chinese)

Figures & Tables(9)

Fig. 1. Flow chart of algorithm

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Fig. 2. Sample images of (a) Yale B, (b) PIE, (c) MSRA, and (d) CAS-PEAL database

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Fig. 3. Relationship between iteration number and objective function J

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Fig. 4. Relationship between recognition rate and final dimension d in Yale B database

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Fig. 5. Relationship between recognition rate and final dimension d in PIE database

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Fig. 6. Relationship between recognition rate and final dimension d in MSRA database

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Fig. 7. Relationship between recognition rate and final dimension d in CAS-PEAL database

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Table 1. Detail descriptions of face databases

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Table 1. Detail descriptions of face databases

Database	Sample	Class	Samples per class	Sample size /(pixel×pixel)	Original dimension	PCA dimension
Yale B	3456	38	59-64	192×168	32256	180
PIE	3329	68	46-49	64×64	4096	160
MSRA	1799	12	113-186	64×64	4096	45
CAS-PEAL	10000	400	25	64×64	4096	750

Table 2. Comparison of algorithm recognition rate in different databases%

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Table 2. Comparison of algorithm recognition rate in different databases%

Method	Yale B database			PIE database			MSRA database			CAS-PEAL database
Method	5	10	20	5	10	20	5	10	20	5	10	20
LDA	64.55	80.65	89.78	62.47	77.52	92.46	87.65	95.63	98.78	48.75	63.81	77.63
MFA	51.23	66.67	71.95	78.62	89.39	93.69	85.32	93.04	98.28	45.69	65.13	79.81
LFDA	61.88	78.43	87.01	74.68	88.01	94.87	58.46	72.76	97.67	39.23	61.92	80.60
LPP	63.86	79.14	88.12	83.94	92.95	95.32	86.73	95.38	98.40	43.95	67.39	78.66
SLNP	70.14	84.02	93.71	86.31	94.16	96.37	88.91	96.79	99.02	62.91	73.92	83.54
Proposed	72.53	85.71	94.46	88.26	96.34	98.84	90.63	98.22	99.34	65.83	75.64	86.76

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Bo Zhou, Yuqing He, Jian Wang. Face Recognition Based on Adaptive Neighborhood Locality Preserving Projection Algorithm[J]. Laser & Optoelectronics Progress, 2018, 55(3): 031010

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Paper Information

Category: Image processing

Received: Sep. 13, 2017

Accepted: --

Published Online: Sep. 10, 2018

The Author Email: Yuqing He (heyuqing@tju.edu.cn)

DOI:10.3788/LOP55.031010

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology