HyperExtended LightFace: A Facial Attribute Analysis Framework
Sefik Ilkin Serengil, Alper Özpınar
Abstract
Facial attribute analysis from facial images has always been a challenging task. Its practical use cases are very different. This paper mentioned how to build machine learning models with facial image data for age, gender, facial expression, and race/ethnicity prediction tasks. A fully coded open-source software framework was also developed and published with those functionalities.
Topics & Concepts
Computer scienceFacial expressionTask (project management)SoftwareActive appearance modelArtificial intelligenceFace (sociological concept)Open sourceComputer visionHuman–computer interactionPattern recognition (psychology)Image (mathematics)EngineeringProgramming languageSociologySystems engineeringSocial scienceFace recognition and analysisFace and Expression RecognitionEmotion and Mood Recognition