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Tunable-Q Contourlet Transform for Image Representation
  • ISSN号:1004-4132
  • 期刊名称:Journal of Systems Engineering and Electronics
  • 时间:2013.4.4
  • 页码:147-156
  • 分类:TP751[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置]
  • 作者机构:[1]河北工程大学信息与电气工程学院,邯郸056038, [2]鲁东大学地理与规划学院,烟台264025
  • 相关基金:国家自然科学基金项目(41271020);国家自然科学基金项目(41071188):河北省教育厅项目(ZD2014081);邯郸市科技局项目(1321110085)
  • 相关项目:面向土壤侵蚀评价的流域分布式坡长研究
中文摘要:

为克服遥感影像融合中采用的小波变换存在的缺陷,构建了高平衡阶多进制多小波包变换及其影像融合方法。首先分析了现有小波变换方法的优劣特点以及不同小波变换间的关系,阐述了理论上性能更具优势的高平衡阶多进制多小波包变换的理论基础与快速算法;进而构建了基于该变换方法的影像融合方法,最后将该融合方法应用于资源一号等卫星影像多光谱数据与全色波段的融合试验中,分析论证了该方法在实际应用中的性能特点。结果表明:平衡阶与进制的适量增高能够使基于小波变换的影像融合方法获得更优的融合质量,在采用简单融合规则情况下相对平均光谱误差与全局相对综合误差较传统方法均可降低3%以上,与传统方法相比,该方法算法较复杂,但无显著差别。该方法适用于遥感影像融合等领域。

英文摘要:

The article proposes high-order balanced multi-band multiwavelet packet transforms and the remote sensing image fusion based on the transforms for improving the performances of wavelet transforms based remote sensing image fusion. The properties of different wavelet transforms and the relationship among them were firstly analyzed. It was shown that although the balanced multi-band multiwavelet transform had improvements in signal processing due to the properties of balancing and multi-band systems, it should be developed to its wavelet packet counterpart for more effective spatial-frequency domain representation and further improvement in application. Then, the principle theory of the high-order multi-band multiwavelet packet transform was analyzed and it was found the library of the base functions of the transform is an M-fold tree structure (M is the band number of a wavelet system). The fast algorithms of the decomposition and reconstruction of the transform were presented. With the algorithm, one could obtain the transform-domain coefficients in different frequency bands of an analyzing dataset. Correspondingly, the library constituted by these coefficients could be also viewed as a set with M-fold tree structures. Using a tree-information searching algorithm based on cost functions, one could find the most suitable sub-tree library in such a tree-structure set. Based on the coefficients corresponding to the library, the high-order balanced multiwavelet packet transform, which was more suitable to the dataset, could be established. Next, the remote sensing image fusion method based on the transform scheme was constructed. An existing simple fusion strategy was used to construct the wavelet transform based fusion method so as to present a clear evaluation on the function of wavelet transforms. The fusion strategy integrated the intensity-hue-saturation (IHS) transform and wavelet transform together. The IHS transform was used to obtain the intensity component of the multi-spectral images in a remote se

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期刊信息
  • 《系统工程与电子技术:英文版》
  • 主管单位:中国航天机电集团
  • 主办单位:中国航天工业总公司二院
  • 主编:高淑霞
  • 地址:北京海淀区永定路52号
  • 邮编:100854
  • 邮箱:jseeoffice@126.com
  • 电话:010-68388406 68386014
  • 国际标准刊号:ISSN:1004-4132
  • 国内统一刊号:ISSN:11-3018/N
  • 邮发代号:82-270
  • 获奖情况:
  • 航天系统优秀期刊奖,美国工程索引(EI)和英国科学文摘(SA)收录
  • 国内外数据库收录:
  • 荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,美国科学引文索引(扩展库),英国科学文摘数据库
  • 被引量:242