计入波段间相关性的高通调制图像融合方法
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国家自然科学基金(40671122)、北京市自然科学基金(4072016)以及霍英东教育基金会(111017)


Image Fusion Method of High-pass Modulation Including Interband Correlations
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    摘要:

    利用通用分量替换(general component substitution, GCOS)的扩展模型对几种具有代表性的融合方法进行分析,探讨了这些方法在细节注入方式之间的联系。在此基础上,提出了一种考虑全色与多光谱图像之间相关性的空间可变的细节注入方法;结合不同的细节提取方式,构建了三种新的高通滤波调制融合方案。利用所提出的方法对Ikonos和Quickbird数据融合结果进行定量分析,并与传统的高通滤波调制方法(high-pass modulation, HPM)进行了对比。可见光波段的融合结果表明,调制方法和细节提取方式的改进均有效的提高了融合性能,且由调制参数的改进引起的融合性能的提高十分显著;近红外波段的融合试验则表明近红外与全色波段的融合在滤波器设计方面需要做进一步的研究。

    Abstract:

    Several classic image fusion methods were analyzed by using the extended model of general component substitution(GCOS) framework.The relations between the injection models of these fusion methods were investigated. On this basis, a novel spatial variable detail injection method, which took the correlations of panchromatic and multispectral bands into consideration, was established.By combining with different spatial detail extracton methods, three novel high-pass modulation(HPM) image fusion schemes were proposed. The fusion results of Ikonos and Quickbird data were analyzed quantitatively by using the proposed methods, and the result was compared with those by the traditional HPM. Fusion result of visible bands show that fusion performance is improved by the proposed modification of modulation coefficients and detail extraction methods compared to HPM, and the contribution of the improved modulation coefficients is more significant. However, experiment result of near infrared (NIR) bands indicate that the study of the filter design should be paid more attentions for the fusion in NIR and panchromatic bands.

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窦闻,陈云浩.计入波段间相关性的高通调制图像融合方法[J].红外与毫米波学报,2010,29(2):140~144]. DOU Wen, CHEN Yun-Hao. Image Fusion Method of High-pass Modulation Including Interband Correlations[J]. J. Infrared Millim. Waves,2010,29(2):140~144.]

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  • 收稿日期:2009-02-12
  • 最后修改日期:2009-09-16
  • 录用日期:2009-05-05
  • 在线发布日期: 2010-05-19
  • 出版日期: