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Investigation of a Hybrid Algorithm for Sea Ice Drift Measurements Using Synthetic Aperture Radar Images

机译:基于合成孔径雷达图像的海冰漂移混合算法研究

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Areal matching by phase correlation and feature tracking are two complementary methods used to measure sea ice drift between synthetic aperture radar images. This paper evaluates a new algorithm that combines the two methods. Areal matching is improved by new methods to handle large motions and rotated ice. It is shown that areal rotation can be resolved using a frequency-domain approach. Image segmentation is a prerequisite for feature tracking and achieved by a new method that performs better than Otsu's method for two-component Gaussian mixture distributions. A circular weighted median filter is found to be suitable for the filtering of the motion field. The algorithm is evaluated through a thorough analysis of the response and sensitivity to various algorithm settings. The accuracy of the algorithm varies by up to 50% for one image pair within the studied range of parameter settings, thus indicating the need for a proper initialization of the algorithm.
机译:通过相位相关和特征跟踪进行地域匹配是用于测量合成孔径雷达图像之间海冰漂移的两种互补方法。本文评估了一种结合了这两种方法的新算法。通过处理大运动和旋转冰块的新方法改进了区域匹配。结果表明,可以使用频域方法解决区域旋转问题。图像分割是特征跟踪的先决条件,它是通过一种新方法来实现的,该方法的性能优于Otsu的两分量高斯混合分布方法。发现圆形加权中值滤波器适合于运动场的滤波。通过对响应和对各种算法设置的敏感性的透彻分析来评估算法。在所研究的参数设置范围内,一对图像的算法精度最高可改变50%,从而表明需要对算法进行适当的初始化。

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