Demographic Classification Using Skin RGB Albedo Image Analysis

被引:0
作者
Chen, Wei [1 ]
Viana, Miguel [1 ]
Ardabilian, Mohsen [1 ]
Zine, Abdel-Malek [2 ]
机构
[1] Ecole Cent Lyon, Lab Informat Image & Syst Informat LIRIS, 36 Ave Guy de Collongue, F-69134 Ecully, France
[2] Ecole Cent Lyon, Inst Camille Jordan, 36 Ave Guy de Collongue, F-69134 Ecully, France
来源
IMAGE ANALYSIS AND PROCESSING (ICIAP 2017), PT II | 2017年 / 10485卷
关键词
RGB albedo; Image analysis; Skin reflectance; Gender recognition; Age recognition; Skin type recognition; Fusion; Machine learning; REFLECTANCE; DIFFUSION; THICKNESS; MODEL;
D O I
10.1007/978-3-319-68548-9_14
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Age, gender and skin type classification of demographics using common imaging techniques is costly and does not provide good performance. We propose an approach based on skin RGB albedo image analysis for demographic classification. The diffuse albedo uses inherent skin properties which prevail over illumination conditions variation despite being based on visual perception. The method was tested using skin samples from multiple facial regions to evaluate their performance for classification. Moreover, the application of a fusion algorithm using albedo data from each of the facial regions improved the overall performance resulting in rates above 90% accuracy in age, gender and skin type categories.
引用
收藏
页码:149 / 159
页数:11
相关论文
共 18 条
[1]  
[Anonymous], 1998, ABSORPTION SCATTERIN
[2]  
Burns T., 2004, ROOKS TXB DERMATOLOG, V7th
[3]  
Chandrasekhar S., 2013, RAD TRANSFER
[4]   Light diffusion in multi-layered translucent materials [J].
Donner, C ;
Jensen, HW .
ACM TRANSACTIONS ON GRAPHICS, 2005, 24 (03) :1032-1039
[5]  
Donner C., 2006, Proceedings of the 17th Eurographics Conference on Rendering Techniques, P409
[6]   Variation of Biophysical Parameters of the Skin with Age, Gender, and Body Region [J].
Firooz, Alireza ;
Sadr, Bardia ;
Babakoohi, Shahab ;
Sarraf-Yazdy, Maryam ;
Fanian, Ferial ;
Kazerouni-Timsar, Ali ;
Nassiri-Kashani, Mansour ;
Naghizadeh, Mohammad Mehdi ;
Dowlati, Yahya .
SCIENTIFIC WORLD JOURNAL, 2012,
[7]   THE VALIDITY AND PRACTICALITY OF SUN-REACTIVE SKIN TYPE-I THROUGH TYPE-VI [J].
FITZPATRICK, TB .
ARCHIVES OF DERMATOLOGY, 1988, 124 (06) :869-871
[8]   Gender-linked differences in human skin [J].
Giacomoni, Paolo U. ;
Mammone, Thomas ;
Teri, Matthew .
JOURNAL OF DERMATOLOGICAL SCIENCE, 2009, 55 (03) :144-149
[9]   Analysis of facial skin thickness: Defining the relative thickness index [J].
Ha, RY ;
Nojima, K ;
Adams, WP ;
Brown, SA .
PLASTIC AND RECONSTRUCTIVE SURGERY, 2005, 115 (06) :1769-1773
[10]  
Ishimaru A., 1978, WAVE PROPAGATION SCA, V2