吉林大学学报(理学版) ›› 2019, Vol. 57 ›› Issue (06): 1472-1478.

• 计算机科学 • 上一篇    下一篇

基于偏微分方程的遥感成像雷达距离图像分类方法

闫颖   

  1. 长安大学 地球科学与资源学院, 西安 710054
  • 收稿日期:2018-06-22 出版日期:2019-11-26 发布日期:2019-11-21
  • 通讯作者: 闫颖 E-mail:yany ingasd123@126.com

Distance Image Classification Method for Remote Sensing Imaging Radar Based on PDE

YAN Ying   

  1. School of Earth Science and Resources, Chang’an University, Xi’an 710054, China
  • Received:2018-06-22 Online:2019-11-26 Published:2019-11-21
  • Contact: YAN Ying E-mail:yany ingasd123@126.com

摘要: 针对传统方法分类遥感成像雷达距离图像时, 未对图像进行平滑处理, 导致其易受环境干扰, 分类性能较差的问题, 提出一种基于偏微分方程的遥感成像雷达距离图像分类方法. 首先通过偏微分方程对遥感成像雷达距离图像进行平滑处理, 然后采用基于偏微分方程的多区域分割模型, 将分割后的遥感成像雷达距离图像分类过程视为泛化函数最小化过程, 通过分割对能量泛函数进行最小化处理, 实现遥感成像雷达距离图像的多区域分类. 实验结果表明, 该方法成像速度快, 去噪和图像分割效果好, 分类精度和Kappa系数值均较高.

关键词: 偏微分方程, 遥感成像, 雷达距离图像分类, 平滑处理, 多区域分割, 能量泛函

Abstract: Aiming at the problem that the traditional method of classification of remote sensing imaging radar range images did not smooth the image, which made it vulnerable to environmental interference and poor classification performance, the author proposed a distance image classification method for remote sensing imaging radar based on partial differential equation. Firstly, the author smoothed the distance image of remote sensing imaging radar by improving the partial differential equation. Secondly, a multiregion segmentation model based on partial differential equation was used to treat the distance image classification process of remote sensing imaging radar as minimization process of generalization function, the multiregion classification of the distance image of remote sensing imaging radar was realized by minimizing the energy function through the segmentation. Experimental results show that the proposed method has fast imaging speed, good denoising and image segmentation effect, high classification accuracy and Kappa coefficient value.

Key words: partial differential equation, remote sensing imaging, radar range image classification, smoothing treatment, multiregion segmentation, energy function

中图分类号: 

  • TP751