Facial beauty analysis based on features prediction and beautification models

被引:0
作者
Bob Zhang
Xihua Xiao
Guangming Lu
机构
[1] University of Macau,Department of Computer and Information Science
[2] Harbin Institute of Technology,undefined
[3] Shenzhen Graduate School,undefined
来源
Pattern Analysis and Applications | 2018年 / 21卷
关键词
Facial beauty analysis; Feature-based computer models; Facial beauty prediction; Facial shape/skin beautification; Average facial beautification;
D O I
暂无
中图分类号
学科分类号
摘要
This paper studies facial beauty analysis by using feature-based computer models in prediction and beautification. In order to assess the facial beauty index, a facial beauty prediction model is established, which can quickly and effectively estimate beauty indexes for new images. In the facial beautification model, we mainly achieve three functions: (1) propose an effective method to adjust the positions of the landmark points to beautify the facial geometry; (2) improve the multi-level median filtering method to perform facial skin beautification; and (3) design a method to achieve average facial beautification. Experimental results showed that the proposed models can significantly analyze the facial attractiveness of face images.
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页码:529 / 542
页数:13
相关论文
共 49 条
[1]  
Eisenthal Y(2006)Facial attractiveness: beauty and the machine Neural Comput 18 119-142
[2]  
Dror G(2006)Assessing facial beauty through proportion analysis by image processing and supervised learning Int J Hum Comput Stud 64 1184-1199
[3]  
Ruppin E(2008)Computation of a face attractiveness index based on neoclassical canons, symmetry, and golden ratios Pattern Recogn 41 2710-2717
[4]  
Gunes H(2011)Quantitative analysis of human facial beauty using geometric features Pattern Recogn 44 940-950
[5]  
Piccardi M(2011)Evaluating face attractiveness: an gabor feature approach J Commun Comput 8 674-679
[6]  
Schmid K(2014)Deep self-taught learning for facial beauty prediction Neurocomputing 144 295-303
[7]  
Marx D(2008)Data-driven enhancement of facial attractiveness ACM Trans Graph 27 15-19
[8]  
Samal A(2010)A template-based approach to automatic face enhancement Pattern Anal Appl 13 289-300
[9]  
Zhang D(2014)Facial skin beautification using adaptive region-aware masks IEEE Trans Cybern 44 2600-2612
[10]  
Zhao Q(2012)Data simulation and regulatory network reconstruction from time-series microarray data using stepwise multiple linear regression Netw Model Anal Health Inf Bioinform 1 3-17