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An approach for visual attention based on biquaternion and its application for ship detection in multispectral imagery

机译:基于双四元数的视觉注意方法及其在多光谱图像舰船检测中的应用

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摘要

This paper proposes an approach for visual attention based on biquaternion, and investigates its application for ship detection in multispectral imagery. The proposed approach describes high-dimensional data in the form of biquaternion and utilizes the phase spectrum of biquaternion Fourier transform to generate a required saliency map that can be used for salient target detection. In our method, the multidimensional data is processed as a whole, and the features contained in each spectral band can be extracted effectively. Compared with traditional visual attention approaches, our method has very low computational complexity. Experimental results on simulated and real multispectral remote sensing data have shown that the proposed method has excellent performance in ship detection. Furthermore, our method is robust against white noise and almost meets real-time requirements, which has great potentials in engineering applications.
机译:本文提出了一种基于双四元数的视觉注意方法,并研究了其在多光谱图像中船舶检测中的应用。所提出的方法以双四元数形式描述了高维数据,并利用了双四元数傅立叶变换的相位谱来生成可用于显着目标检测的所需显着性图。在我们的方法中,将多维数据作为一个整体进行处理,并且可以有效地提取每个光谱带中包含的特征。与传统的视觉注意力方法相比,我们的方法具有非常低的计算复杂度。模拟和真实的多光谱遥感数据的实验结果表明,该方法在船舶探测中具有优异的性能。此外,我们的方法对白噪声具有鲁棒性,几乎可以满足实时要求,在工程应用中具有很大的潜力。

著录项

  • 来源
    《Neurocomputing》 |2012年第1期|p.9-17|共9页
  • 作者单位

    Department of Electronic Engineering, Fudan University, Shanghai 200433, PR China;

    Department of Electronic Engineering, Fudan University, Shanghai 200433, PR China,School of Information Science and Engineering, Yunnan University, Kunming 650091, PR China;

    Department of Electronic Engineering, Fudan University, Shanghai 200433, PR China,The Key Lab of Wave Scattering and Remote Sensing Information (Ministry of Education), Fudan University, Shanghai 200433, PR China;

    Department of Electronic Engineering, Fudan University, Shanghai 200433, PR China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    visual attention; bottom-up; biquaternion; fourier transform; ship detection; multispectral imagery;

    机译:视觉注意力;自下而上;双四元数傅里叶变换;船舶检测;多光谱影像;

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