Title :
Facial Skin Beautification Using Region-Aware Mask
Author :
Lingyu Liang ; Lianwen Jin
Author_Institution :
Sch. of Electron. & Inf. Eng., South China Univ. of Technol., Guangzhou, China
Abstract :
In this paper, we present a facial attractiveness enhancement system for three major skin attributes: homogeneity, lighting, and color. To implement specific facial manipulation, we propose a new region-aware mask generation approach based on the state-of-the-art edit propagation techniques. The region-aware masks allow the user to beautify faces without the tedious and time-consuming region selection. In our system, an input portrait is decomposed into smoothness, lighting and color layers by edge-preserving filter. Then, taking the facial landmarks and significant edges as the constraint, layer masks are generated based on the image-guided energy minimization framework. The system could beautify faces automatically using the attractiveness priors of example-sets and psychological knowledge. Experiments illustrate the effectiveness of our method on various face databases, and the comparison with the previous methods indicates the reliability of our region-aware mask.
Keywords :
feature extraction; filtering theory; image enhancement; skin; attractiveness priors; color attribute; color layer; edge-preserving filter; edit propagation techniques; example-sets; face databases; facial attractiveness enhancement system; facial landmarks; facial manipulation; facial skin beautification; homogeneity attribute; image-guided energy minimization framework; input portrait; lighting attribute; lighting layer; psychological knowledge; region selection; region-aware mask generation approach; skin attributes; smoothness layer; Databases; Image color analysis; Image edge detection; Lighting; Psychology; Skin; Smoothing methods; Skin beautification; edit propagation; facial attractiveness; region-aware mask;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2013 IEEE International Conference on
Conference_Location :
Manchester
DOI :
10.1109/SMC.2013.498