DocumentCode :
2771251
Title :
Performance Evaluation of Face Recognition Based on DWT and DT-CWT Using Multi-matching Classifiers
Author :
Ramesha, K. ; Raja, K.B.
Author_Institution :
Dept. of Telecommun. Eng., Vemana Inst. of Technol., Bangalore, India
fYear :
2011
fDate :
7-9 Oct. 2011
Firstpage :
601
Lastpage :
605
Abstract :
Biometrics recognition tool has great emphasis in both research and practical applications. With an increasing requirement on security, automated personal identification and verification based biometrics has been receiving extensive attention over the past decade. In this paper Performance Evaluation of Face Recognition based on DWT and DT-CWT using Multi-matching Classifiers (FRMC) is proposed. The face images captured from the persons differ in size and hence image dimensions are converted into 2n * 2n dimension, for DT-CWT. The two level DWT is applied on face images to generate four sub bands. The DT-CWT is applied on only LL sub band to generate DT-CWT coefficients, which forms features for face images. The features of database and test face are compared using Euclidian Distance, Random Forest and Support Vector Machine matching algorithms. It is observed that correct recognition rate, false acceptance rate and false reject rate are better in the case of proposed method as compared to existing techniques.
Keywords :
biometrics (access control); discrete wavelet transforms; face recognition; geometry; image classification; image matching; performance evaluation; support vector machines; trees (mathematics); DT-CWT; DWT; Euclidian distance matching algorithm; automated personal identification; automated verification based biometrics; biometrics recognition; correct recognition rate; discrete wavelet transform; dual tree complex wavelet transform; face recognition; false acceptance rate; false reject rate; multimatching classifiers; performance evaluation; random forest matching algorithm; support vector machine matching algorithm; Algorithm design and analysis; Classification algorithms; Databases; Discrete wavelet transforms; Face; Face recognition; Support vector machines; DWT; Dual Tree Complex Wavelet Transform; Face Recognition; Random Forest; SVM;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Communication Networks (CICN), 2011 International Conference on
Conference_Location :
Gwalior
Print_ISBN :
978-1-4577-2033-8
Type :
conf
DOI :
10.1109/CICN.2011.130
Filename :
6112940
Link To Document :
بازگشت