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The recognition of landed aircrafts based on PCNN model and affine moment invariants

机译:基于PCNN模型和仿射矩不变性的降落飞机识别

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摘要

Currently the most research done on the recognition of landed aircrafts based on its shape feature lie in two cases: either the research has focused on different moment invariants algorithms, only using some already processed binary images to verify results, or the research refers to some integrated recognition system which has multi-step preprocessing. The better solution must consider preprocessing, simple computation and step reduction altogether when the high recognition ratio is guaranteed. For this better solution, we propose a landed aircrafts recognition method based on the PCNN model and affine moment invariants (PCNN+AMI). Our method uses the PCNN model to generate binary sequence of grey intensity images, then it extracts affine moment invariants from the sequence to compose features vector. The experimental results illustrate that our method cannot only get a good ability of anti-geometrical distortion but can also have simple computation and step reduction.
机译:当前,基于降落飞机形状特征的识别研究最多的情况有两种:要么研究专注于不同的矩不变算法,仅使用一些已经处理过的二进制图像来验证结果,要么研究涉及某些综合识别系统具有多步预处理。当保证高识别率时,更好的解决方案必须考虑预处理,简单计算和步骤减少。为了获得更好的解决方案,我们提出了一种基于PCNN模型和仿射矩不变性(PCNN + AMI)的降落飞机识别方法。我们的方法使用PCNN模型生成灰度强度图像的二进制序列,然后从序列中提取仿射矩不变式以构成特征向量。实验结果表明,该方法不仅具有良好的抗几何畸变能力,而且计算简单,步骤减少。

著录项

  • 来源
    《Pattern recognition letters》 |2015年第1期|23-29|共7页
  • 作者单位

    School of Automation, Northwestern Polytechnical University, Xi'an, Shaanxi 710072, PR China;

    School of Automation, Northwestern Polytechnical University, Xi'an, Shaanxi 710072, PR China;

    School of Automation, Northwestern Polytechnical University, Xi'an, Shaanxi 710072, PR China;

    School of Computer Science, Northwestern Polytechnical University, Xi'an, Shaanxi 710072, 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

    Aircraft recognition; Pulse Couple Neural Network; Affine moment invariants; Binary image sequence;

    机译:飞机识别;脉冲耦合神经网络仿射矩不变式;二进制图像序列;

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