Title :
Optimal skin detection for face localization using genetic algorithms
Author :
Babu, T. Ravindra ; Mahalakshmi, K. ; Subrahmanya, S.V.
Author_Institution :
E-Comm Res. Lab., Infosys Ltd., Bangalore, India
Abstract :
Face Recognition remains a challenging task over two decades in spite of many advances. Face Localization and Detection forms an important step in Face Recognition systems, face tracking in video surveillance, gesture analytics, etc. Many algorithms are in use for face detection each having their relative advantages and disadvantages. The challenges of the task emanate from with image specific variations in color components, light saturation, background clutter etc. In the current work, we focus on application of Genetic Algorithms for finding optimal limits for color components as well as de-saturation that leads to highly accurate skin color detection.
Keywords :
face recognition; genetic algorithms; image colour analysis; background clutter; color components; face detection; face localization; face recognition systems; face tracking; genetic algorithm; gesture analytics; light saturation; optimal skin detection; skin color detection; video surveillance; Biological cells; Face; Face detection; Genetic algorithms; Image color analysis; Skin; Training; Face Detection; color spaces; genetic algorithms;
Conference_Titel :
Hybrid Intelligent Systems (HIS), 2011 11th International Conference on
Conference_Location :
Melacca
Print_ISBN :
978-1-4577-2151-9
DOI :
10.1109/HIS.2011.6122186