Contourlet方向区域相关性的遥感图像融合  被引量:8

Remote sensing image fusion method based on the contourlet coefficients’ correlativity of directional region

在线阅读下载全文

作  者:王相海[1,2] 魏婷婷[2] 周志光[3] 

机构地区:[1]辽宁师范大学自然地理与空间信息科学辽宁省重点实验室,辽宁大连116029 [2]辽宁师范大学计算机与信息技术学院,辽宁大连116029 [3]浙江大学CAD&CG国家重点实验室,浙江杭州310027

出  处:《遥感学报》2010年第5期905-916,共12页NATIONAL REMOTE SENSING BULLETIN

基  金:辽宁省自然基金项目(编号:20072156);辽宁"百千万人才工程"资助项目(编号:2008921036);南京邮电学院图像处理与图像通信江苏省重点实验室开放基金(编号:ZK207008)~~

摘  要:对遥感图像经Contourlet变换后的高频子带系数分布的方向特征进行统计分析,发现遥感图像经Contourlet变换后高频系数的分布具有较强的方向区域特征,在此基础上,提出一种基于Contourlet系数方向区域相关性的遥感图像融合算法,该算法首先对多光谱图像经IHS变换后的亮度分量和全色图像分别进行Contourlet变换,然后以多光谱图像亮度分量的低频信息作为融合图像亮度分量的低频信息,通过计算并比较全色图像的高频系数和对应的多光谱图像亮度分量的高频系数的方向区域匹配度确定融合图像亮度分量的高频信息;最后经过Contourlet逆变换和IHS逆变换获得融合图像。实验结果表明,该算法在提高融合图像空间分辨率的同时能够更好地保留原始多光谱图像的光谱信息,与传统遥感图像融合算法相比,该算法具有较好的融合图像信息熵和清晰度,具有一定的实用性。In this paper, we analyze the directional characteristics of contourlet coefficients in high frequency subbands of remote sensing images. And then we find that each coefficient in these subbands has obvious directionality. Based on this direc-tional characteristic, this paper proposes a novel image fusion algorithm for remote sensing images. First, we separately perform contourlet transform on the intensity component of the multi-spectral remote sensing image obtained by IHS transform, and the panchromatic remote sensing image. Second, we choose the low frequency coefficients of multi-spectral image’s intensity component to form the low frequency subband of target image. Subsequently, we compare the directional matching degree of the high frequency coefficients of the panchromatic image with those of the multi-spectral image’s intensity component to determine the high frequency subbands of target image. Finally, the target image is obtained by inverse contourlet transform and inverse IHS transform. Extensive experimental results show that the proposed method is superior to conventional methods in terms of entropy, joint entropy, and average gradient. It can enhance the spatial resolution of target images. Meanwhile, it well preserves the color information of multi-spectral images.

关 键 词:遥感图像融合 CONTOURLET变换 方向区域相关性 融合算子 

分 类 号:TP751.1[自动化与计算机技术—检测技术与自动化装置]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象