Face Recognition and Verification using Histogram Equalization

被引:0
作者
Ramirez-Gutierrez, Kelsey [1 ]
Cruz-Perez, Daniel [1 ]
Perez-Meana, Hector [1 ]
机构
[1] Natl Polytech Inst, Mech & Elect Engn Sch, Postgrad Sect Studies & Invest, Av Santa Ana 1000 Col San Francisco Culuhacan, Mexico City, DF, Mexico
来源
SELECTED TOPICS IN APPLIED COMPUTER SCIENCE | 2010年
关键词
Histogram Equalization; Fast Fourier Transform; Principal Component Analysis; PHASE;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper proposes a face recognition and verification algorithm based on histogram equalization to standardize the faces illumination reducing in such way the variations for further features extraction; using the image phase spectrum and principal components analysis, which allow the reduction of the data dimension without much information loss. Evaluation results show the desirable features of proposal scheme reaching recognition rate over 97% and a verification error lower than 0.003%
引用
收藏
页码:85 / +
页数:2
相关论文
共 50 条
[41]   Histogram Equalized DeepPCA with ELM Classification for Expressive Face Recognition [J].
Rujirakul, Kanokmon ;
So-In, Chakchai .
2018 INTERNATIONAL WORKSHOP ON ADVANCED IMAGE TECHNOLOGY (IWAIT), 2018,
[42]   Histogram equalization and specification in interferometry [J].
Rosu, M. ;
Ionita, B. ;
Apostol, D. ;
Garoi, F. ;
Logofatu, P. C. .
OPTOELECTRONICS AND ADVANCED MATERIALS-RAPID COMMUNICATIONS, 2009, 3 (04) :376-378
[43]   Medical Image Enhancement Using Modified Color Histogram Equalization [J].
Hsu, Wei-Yen ;
Chou, Ching-Yao .
JOURNAL OF MEDICAL AND BIOLOGICAL ENGINEERING, 2015, 35 (05) :580-584
[44]   Infrared images enhancement using fuzzy dissimilarity histogram equalization [J].
Paul, Abhisek ;
Sutradhar, Tandra ;
Bhattacharya, Paritosh ;
Maity, Santi P. .
OPTIK, 2021, 247
[45]   Contrast enhancement using histogram equalization based on logarithmic mapping [J].
Kim, Wonkyun ;
You, Jongmin ;
Jeong, Jechang .
OPTICAL ENGINEERING, 2012, 51 (06)
[46]   Modified Histogram Segmentation Bi-Histogram Equalization [J].
Montazeri, Mitra .
ADVANCED COMPUTING AND INTELLIGENT ENGINEERING, 2020, 1082 :443-453
[47]   Streamlining the Histogram Equalization of Digital Images by Using Decimation Approach [J].
Lee, Chih-Hung ;
Lu, Hao-Ying ;
Horng, Ji-Hwei .
PROCEEDINGS OF THE IEEE INTERNATIONAL CONFERENCE ON ADVANCED MATERIALS FOR SCIENCE AND ENGINEERING (IEEE-ICAMSE 2016), 2016, :482-485
[48]   Fusion of MRI and CT Brain Images Using Histogram Equalization [J].
Natarajan, P. ;
Krishnan, N. ;
Soniya, N. .
2012 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (ICCIC), 2012, :442-445
[49]   Adaptive histogram equalization in GIS [J].
Haller, Elisabeta Antonia .
ANNALS OF THE UNIVERSITY OF CRAIOVA-MATHEMATICS AND COMPUTER SCIENCE SERIES, 2011, 38 (01) :100-104
[50]   Adaptive Bi-Histogram Equalization Using Threshold (ABHET) [J].
Sahoo, Subhasmita ;
Panda, Jagyanseni ;
Mohanty, Mihir Narayan .
SMART TRENDS IN INFORMATION TECHNOLOGY AND COMPUTER COMMUNICATIONS, SMARTCOM 2016, 2016, 628 :151-158