In this paper, based on the study of the Two-Dimensional Principal Component Analysis (2DPCA), Two-Dimensional Principal Component Analysis (2DPCA) and fuzzy set theory, we propose a integrated face recognition algorithm based on wavelet subspace. This method can make good use of the advantages of each single method, and also can make up for the defect of each other. The comparison of the results of the different methods identification effect on the ORL、YALE and FERET face database show, the integrated method proposed in this paper improves the recognition rate, and it also reduces the training and classification time as well.
목차
Abstract 1. Introduction 2.Describe about the Relevant Principles and Methods 2.1. Wavelet Transform 2.2. DPCA (Two--dimensional Principal Component Analysis) Method 2.3. Fuzzy 2DLDA (Two-dimensional Linear Discriminant Analysis) Method 3. The Design Principle and Structure Process of this Method 4. Experimental Results and Analysis 4.1. The Experimental Data and Description 4.2. The Experimental Environment Description 4.3. Comparison of Experiment Results 5. Conclusion References
키워드
face recognitionTwo-Dimensional Principal Component Analysis (2DPCA)Two-Dimensional Linear Discriminant Analysis (2DLDA)fuzzy set theoryfeature extraction
저자
Wenhui Li [ College of computer science and technology, Jilin University, Changchun, China ]
Ning Ma [ College of computer science and technology, Jilin University, Changchun, China ]
Zhiyan Wang [ College of computer science and technology, Jilin University, Changchun, China ]
보안공학연구지원센터(IJSIP) [Science & Engineering Research Support Center, Republic of Korea(IJSIP)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Signal Processing, Image Processing and Pattern Recognition
간기
격월간
pISSN
2005-4254
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Signal Processing, Image Processing and Pattern Recognition Vol.7 No.6