Abstract:The human face information, like the fingerprint and iris, can be used for the identification of a person, and is easier to achieve long-range resolution and identification. Hyperspectral imaging can be used to obtain a wealth of chemical properties and a large amount of data for human identity, while we need to use chemometric methods to extract the chemical characteristics from the image dataset, and the obtained face feature can be used for computer recognition. In this paper, we have investigated the feasibility of the analysis of human face by using hyperspectral imaging combined with chemometric methods. We compared the results of multivariate curve resolution alternating least squares (MCR-ALS) and principal component analysis (PCA). MCR-ALS gave the pure principal components spectra and their corresponding relative concentrations to display the information of the human face, and constraints could be applied conveniently based the features of imaging data. In addition, the method of partial least squares discriminant analysis (PLS-DA) was used to classify the human skin signal spectrum. From the spectra analyzed, the facial information of white and yellow people is similar, and the classification of them are more difficult than that of dark skinned people.
Key words:Hyperspectral imaging;Chemometrics;MCR-ALS;PCA;Human face identification
[1] KONG Rui, ZHANG Bing(孔 锐, 张 冰). Journal of System Simulation(系统仿真学报), 2016, 28(3): 689.
[2] Schweizer J, Hollmach J, Steiner G, et al. Biomedizinische Technik/Biomedical Engineering, 2012, 57(SI-1 Track-P): 293.
[3] ZHANG Dong, LI Meng-long, WANG Shu-you(张 栋, 李荫龙, 王淑友). Acta Laser Biology Sinica(激光生物学报), 2014, 23(4): 301.
[4] Naganathan G K, Cluff K, Samal A, et al. Computers & Electronics in Agriculture, 2015, 116: 55.
[5] Manolakis D. Advances in Techniques for Analysis of Remotely Sensed Data, 2003 IEEE Workshop on, 2003: 378.
[6] PAN Rong-rong, QU Gang-lian, MA Guo-hua(潘荣荣, 曲刚莲, 马果花). Chemical Analysis and Meterage(化学分析计量), 2007, 16(2): 76.
[7] Gad H A, El-Ahmady S H, Abou-Shoer M I, et al. Phytochemical Analysis, 2013, 24(1): 1.
[8] Garrido M, Rius F X, Larrechi M S. Analytical and Bioanalytical Chemistry, 2008, 390(8): 2059.
[9] Jaumot J, Tauler R. Analyst, 2014, 140(3): 837.
[10] Felten J, Hall H, Jaumot J, et al. Nature Protocols, 2015, 10(2): 217.
[11] Patterson K A, Robertsthomson P J, Lester S, et al. Arthritis and Rheumalogy, 2015, 67(12): 3234.
[12] ZHANG Ling, LI Peng-ling, HUA Yong-li(张 玲, 李朋玲, 华永丽). Lishizhen Medicine and Meteria Medica Research(时珍国医国药), 2015,(7): 1657.
[13] Lenhardt L, Bro R, Zekovic I, et al. Food Chemistry, 2015, 175: 284.
[14] Jaumot J, Juan A D, Tauler R. Chemometrics & Intelligent Laboratory Systems, 2014, 140: 1.