In recent years, with the development of compressive sensing (CS) theory, it has been widely applied to each field including image fusion, and obtained better fusion effect. And CS can reduce dimensions and the amount of data characteristics as well as the large amount and high computation complex. Therefore, this paper proposes a novel medical image fusion method based on compressive sensing theory in non-subsampled contourlet transform (NSCT) domain. First, NSCT transform is applied to the source images, and the coefficients in low frequency subband are fused by mean rules. For high frequency subband, CS is applied and the coefficients are fused by neighborhood-energy-MAX (NE-MAX) rule, then inverse CS is used to get fused coefficients. Finally, inverse NSCT is applied to get the reconstructed image. The experimental results show that the fusion algorithm proposed in this paper is superior to fusion method based on WT-MAX and CS-MAX、CS-MEAN.
목차
Abstract 1. Introduction 2. Theory of NSCT 3. Principle of CS 3.1 Compressed Sensing Process 3.2. Reconstruction Algorithm 4. Image Fusion in NSCT Domain 4.1 Fusion of Low Frequency Subband 4.2 Fusion of High Frequency Subband 5. Experiments and Results Analysis 6. Conclusion References
키워드
image fusionCSNSCTneighborhood energy
저자
AiliWang [ Higher Education Key Lab for Measuring & Control Technology and Instrumentations of Heilongjiang, Harbin, China ]
Jiaying Zhao [ Higher Education Key Lab for Measuring & Control Technology and Instrumentations of Heilongjiang, Harbin, China ]
Yuji Iwahori [ Dept. of Computer Science, Chubu University, Japan ]
Shiyu Dai [ Higher Education Key Lab for Measuring & Control Technology and Instrumentations of Heilongjiang, Harbin, China ]
보안공학연구지원센터(IJMUE) [Science & Engineering Research Support Center, Republic of Korea(IJMUE)]
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 Multimedia and Ubiquitous Engineering
간기
월간
pISSN
1975-0080
수록기간
2008~2016
등재여부
SCOPUS
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Multimedia and Ubiquitous Engineering Vol.10 No.5