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FAST AND ROBUST MULTIMODAL REMOTE SENSING IMAGE MATCHING METHOD AND SYSTEM

机译:快速鲁棒的多模态遥感图像匹配方法及系统

摘要

Disclosed are a fast and robust multimodal remote sensing image matching method and system, capable of integrating different local feature descriptors for automatic multimodal remote sensing image matching. First, a local feature descriptor such as Histogram of Oriented Gradient (HOG), local self-similarity (LSS) or Speeded-Up Robust Features (SURF) is extracted for each pixel of an image to form a pixel-by-pixel feature expression diagram. Then a three-dimensional Fourier transform is used to establish a fast matching similarity measure in a frequency domain based on the feature expression diagram. Finally, a template matching policy is used for homonymy point identification. In addition, for the matching method and system, the present invention further proposes a new pixel-by-pixel feature expression technology, namely channel feature of orientated gradient (CFOG). The technology is superior to a pixel-by-pixel feature expression method based on descriptors such as HOG, LSS and SURF in terms of matching performance and computational efficiency. According to the present invention, non-linear radiation difference among multimodal images such as visible light, infrared, laser radar, synthetic aperture radar and map can be effectively overcome; homonymy points are quickly and accurately identified among images; and automatic image matching is realized.
机译:公开了一种快速且鲁棒的多模式遥感图像匹配方法和系统,其能够集成不同的局部特征描述符以用于自动多模式遥感图像匹配。首先,针对图像的每个像素提取局部特征描述符,例如定向直方图(HOG),局部自相似性(LSS)或加速鲁棒特征(SURF),以形成逐像素特征表达式图。然后,基于特征表达图,使用三维傅里叶变换在频域中建立快速匹配相似性度量。最后,模板匹配策略用于同名点识别。另外,对于匹配方法和系统,本发明还提出了一种新的逐像素特征表达技术,即定向梯度的信道特征(CFOG)。在匹配性能和计算效率方面,该技术优于基于描述符(如HOG,LSS和SURF)的逐像素特征表达方法。根据本发明,可以有效地克服可见光,红外,激光雷达,合成孔径雷达和地图等多模态图像之间的非线性辐射差异。在图像之间快速准确地识别同义点;并实现了自动图像匹配。

著录项

  • 公开/公告号WO2019042232A1

    专利类型

  • 公开/公告日2019-03-07

    原文格式PDF

  • 申请/专利权人 SOUTHWEST JIAOTONG UNIVERSITY;

    申请/专利号WO2018CN102271

  • 发明设计人 YE YUANXIN;

    申请日2018-08-24

  • 分类号G06T7;

  • 国家 WO

  • 入库时间 2022-08-21 11:56:17

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