Changchun Institute of Optics,Fine Mechanics and Physics,CAS
Image fusion based on multiscale guided filters | |
Yang, H.; X.-T. Wu; B.-G. He and M. Zhu | |
2015 | |
发表期刊 | Guangdianzi Jiguang/Journal of Optoelectronics Laser |
卷号 | 26期号:1页码:170-176 |
摘要 | In order to realize pixel-level image fusion, and integrate source images' edge information into the final fusion image, we propose a new image fusion method based on a multiscale guided filter decomposition and a new fusion strategy based on guided filter. Derived from a local linear model, the guided filter generates the filtering output by considering the content of a guidance image. For the proposed image fusion algorithm, we first decompose the source image by a multiscale edge-preserving filter, and a basic image and a series of detail images are obtained. Then, we adopt different fusion strategies for the basic image and the detail images, respectively, and the proposed new fusion strategy is based on the guided filter. Finally, the final fusion image can be computed by adding the fused basic image and the fused detail images. Experiments show that the presented image fusion method can retain the spectral information and detail information in the final fused image. We compare our fusion algorithm with many competitive image fusion techniques in terms of mutual information (MI) and visual quality, and our method can achieve a higher normalized MI value, outperforms other competing methods by more than 0.5 in MI value. In this work, the multiscale guided filter decomposition is first introduced into image fusion problem, it can better reflect the image details, and provide more abundant information for image fusion. , 2015, Board of Optronics Lasers. All right reserved. |
文章类型 | 期刊论文 |
收录类别 | EI |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ciomp.ac.cn/handle/181722/56007 |
专题 | 中科院长春光机所知识产出 |
推荐引用方式 GB/T 7714 | Yang, H.,X.-T. Wu,B.-G. He and M. Zhu. Image fusion based on multiscale guided filters[J]. Guangdianzi Jiguang/Journal of Optoelectronics Laser,2015,26(1):170-176. |
APA | Yang, H.,X.-T. Wu,&B.-G. He and M. Zhu.(2015).Image fusion based on multiscale guided filters.Guangdianzi Jiguang/Journal of Optoelectronics Laser,26(1),170-176. |
MLA | Yang, H.,et al."Image fusion based on multiscale guided filters".Guangdianzi Jiguang/Journal of Optoelectronics Laser 26.1(2015):170-176. |
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基于多尺度导引滤波的图像融合方法.caj(423KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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