Automatic facial makeup detection with application in face recognition

Abstract

Facial makeup has the ability to alter the appearance of a person. Such

Face Authentication and Makeup Detection

“…However, the classification between makeup and non-makeup faces is not provided also in [16]. Taking motivation from the work in [16], Chen et al [3] explored the system which was using shape, texture and color features and also providing binary classification of non-makeup and makeup faces. Though work in [3] is somewhat similar to our approach, there are significant differences.…”

“…Taking motivation from the work in [16], Chen et al [3] explored the system which was using shape, texture and color features and also providing binary classification of non-makeup and makeup faces. Though work in [3] is somewhat similar to our approach, there are significant differences. The system in [3] was using only three patches whereas we use 12 local facial patches and consider more makeup cues.…”

“…The system in [3] was using only three patches whereas we use 12 local facial patches and consider more makeup cues. To obtain high accuracy for makeup detection, we explore patch selection and discriminative mapping methods which was not used in [3].…”

“…To learn facial attributes in makeup and non-makeup faces separately, a dual attributes approach [17] was introduced which uses semantic-level attributes to reduce the effect of makeup. Later, a self-quotient image technique [3] was proposed to pre-process. And it eliminates the impact of makeup before face image matching.…”

A Survey of the Trends in Facial and Expression Recognition Databases and Methods

“…This dataset was created to provide a collection of videos and labels for subject identification from videos and benchmarking video pair-matching techniques. c. YouTube Makeup Dataset (YMD) [27] contains images from 151 subjects (Caucasian females) from YouTube makeup tutorials before and after subtle to heavy makeup is applied. 4 shots are taken for each subject (2 shots before and 2 shots after makeup is applied).…”