Title :
Comparison of Eyes Characteristics in Different Color Spaces
Author :
Peng Cao ; Qijie Zhao ; Dawei Tu ; Hui Shao
Author_Institution :
China Shanghai Key Lab. of Manuf. Autom. & Robot., Shanghai Univ., Shanghai, China
Abstract :
Eye characteristics are significant information in pattern recognition. They are widely applied in many fields, such as human-computer interaction, face recognition and 3D face modeling from 2D images. Generally, the eye information detection is Based on gray images. However, color images provide more information than gray images. According to different applications, choosing a suitable color space is very important. In this paper, several eye features are compared from the view point of different color spaces, such as RGB, HIS, HSV. And some experiments have been done in the three color spaces. The extraordinary bright area of pupil in the H channel of HSV color space is confirmed. Moreover, pupil center is detected and estimated using morphology processing method in H channel. The results show that eyes features are more obvious in the HSV space, and feature extraction is more convenient. Furthermore, the experimental analysis can provide reference for future research on eye characteristic recognition.
Keywords :
eye; face recognition; feature extraction; human computer interaction; image colour analysis; object detection; object recognition; 2D images; 3D face modeling; HIS color space; HSV color space; RGB color space; color images; eye characteristic recognition; eye characteristics comparison; eye feature comparison; eye information detection; face recognition; feature extraction; gray images; human-computer interaction; morphology processing method; pattern recognition; pupil center detection; pupil center estimation; pupil extraordinary bright area; Color; Face; Feature extraction; Image color analysis; Image segmentation; Pattern recognition; HSV space; color spaces; contrastive research; eye features;
Conference_Titel :
Intelligent Human-Machine Systems and Cybernetics (IHMSC), 2013 5th International Conference on
Conference_Location :
Hangzhou
Print_ISBN :
978-0-7695-5011-4
DOI :
10.1109/IHMSC.2013.147