Through the research of the application of support vector machine theory in the pixel unmixing, the advantages of the weighted posterior probability support vector machine theory in pixel unmixing is presented. Considering the difference of each support vector machine classifier, posterior probability pixel is used as weight coefficient of sub-pixel classification for pixels unmixing. This paper presents a weighted posterior probability support vector machine mixed pixel unmixing method. This method not only has the nonlinear model decomposition characteristics of high precision, but also reduces the standard support vector machine calculating the amount of multi classifier, and it has strong adaptability.
목차
Abstract 1. Introduction 2. The Principle of Support Vector machine 3. Application of Support Vector Machine in the Processing of Remote Sensing Image 4. Support Vector Machine based on Weighted Posteriori Probability 4.1. Support Vector Machine based on Weighted Posteriori Probability 4.2. Method for Determining the Weighted Posterior Probability of Sample Points 5. Experimental Analysis and Results 5.1. Experimental Data 5.2. Accuracy Evaluation 6. Conclusion Acknowledgement References
키워드
pixel unmixingend-member extractiondata fieldweighted posterior probability support vector machine
저자
Yunfeng Liu [ College of Earth Sciences, Jilin University, Jinlin 130021, china ]
Laijun Lu [ College of Earth Sciences, Jilin University, Jinlin 130021, 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.8 No.7