Title :
Quaternion K-L transform and Biomimetic pattern recognition approaches for color-face recognition
Author :
Ding, Lijun ; Feng, Hao
Author_Institution :
Jiaxing Univ., Jiaxing, China
Abstract :
This paper proposed a method of quaternion K-L transform and biomimetic pattern recognition (BPR) for color face recognition. The BPR aimed at optimal covering in the feature space Rn using some complex geometric bodies for cover samples distribution in Rn approximately in order to ¿recognize¿. We used quaternion K-L transform to extract the Eigen-faces of training samples and algebraic feature components of each sample for training by BPR. The method was applied to the face database ¿faces94¿ in Essex University, and the experiments results indicated that the correct recognition rate reached to 96.67%, and proved its efficiency and feasibility for color face recognition, and also showed it was better than the performance of SVM.
Keywords :
biomimetics; face recognition; image colour analysis; support vector machines; transforms; biomimetic pattern recognition; color face recognition; faces94 face database; quaternion K-L transform; support vector machine; Artificial neural networks; Biomimetics; Business process re-engineering; Color; Data mining; Face recognition; Pattern recognition; Quaternions; Spatial databases; Support vector machines; Algebraic Feature; Biomimetic Pattern Recognition; Color-face; Quaternion K-L Transform;
Conference_Titel :
Intelligent Computing and Intelligent Systems, 2009. ICIS 2009. IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-4754-1
Electronic_ISBN :
978-1-4244-4738-1
DOI :
10.1109/ICICISYS.2009.5357750