Title :
Eye extraction using spatial fuzzy clustering method
Author :
Tse, K.W. ; Lau, W.H. ; Leung, Sh ; Liew, Alan Wc
Author_Institution :
Dept. of Comput. Eng. & Inf. Technol., City Univ. of Hong Kong, Kowloon, China
Abstract :
Facial features extraction and tracking are crucial steps for many multimedia communication applications such as automated visual interpretation, human face recognition, and development of high quality model-based coding (e.g. MPEG-4) systems. Among different facial features, eyes and lip play an important role in either recognition process or teleconferencing applications. However, automatic human facial features detection is a difficult task due to different scale, rotation and translation of the features. This paper describes a computational approach for locating the eye position from a given eye window. The proposed algorithm extracts the eye in two stages. The iris first is extracted using a region-based energy minimization approach from the membership map generated by the spatial fuzzy clustering technique. In second two, control points are detected to locate the sclera and two parabolas are used to model the upper and lower eyelids. Satisfactory results have been achieved with the proposed method.
Keywords :
eye; face recognition; feature extraction; fuzzy set theory; pattern clustering; tracking; MPEG-4; automated visual interpretation; eye extraction; eye position location; eyelids; facial features extraction; high quality model-based coding; human face recognition; lip; membership map; multimedia communication; parabolas; region-based energy minimization; sclera; spatial fuzzy clustering method; teleconferencing; tracking; Clustering algorithms; Clustering methods; Eyes; Face detection; Face recognition; Facial features; Humans; MPEG 4 Standard; Multimedia communication; Teleconferencing;
Conference_Titel :
TENCON '02. Proceedings. 2002 IEEE Region 10 Conference on Computers, Communications, Control and Power Engineering
Print_ISBN :
0-7803-7490-8
DOI :
10.1109/TENCON.2002.1181326