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Sea State Primitive Object Creation from SAR Data

机译:根据SAR数据创建海况原始对象

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Wide swath Synthetic Aperture Radar (SAR) images acquired over sea areas contain a variety of information regarding small scale and mesoscale phenomena in the ocean and marine boundary layer e.g. spills, slicks, surface or internal waves, eddies, oceanic fronts. One of most challenging processing step is to create image objects describing these phenomena on SAR images. The most significant problem in the wide swath images is the backscattering trend at the range direction, which results a progressive brightness reduction over images from near to far range. This reduction affects the detection and classification of sea surface features on wide swath SAR images and a normalization step is needed in a certain incidence angle for compensating the brightness reduction. The aim of the present paper is to investigate the result of image normalization to a set of Wide Swath Mode SAR images. Dark areas were initially detected in SAR images using thresholds, adapted or not. Afterwards, SAR images were normalized and a global threshold was calculated for each image. Images were segmented and objects were created for each dark area. The results were compared to a reference dataset created from theoretical modeled values and extracted in a GIS environment. Results clearly indicate that overall accuracy of the detected dark areas has been increased after normalization. On the contrary, local thresholds were insufficient in producing acceptable results. The proposed normalization can be used as a pre-processing step in image classification.
机译:从海域获取的宽幅合成孔径雷达(SAR)图像包含有关海洋和海洋边界层中小尺度和中尺度现象的各种信息。溢出,浮油,表面或内部波浪,涡流,海洋前沿。最具挑战性的处理步骤之一是创建描述SAR图像上这些现象的图像对象。宽幅图像中最显着的问题是在距离方向上的反向散射趋势,这导致从近距离到远距离图像的亮度逐渐降低。这种减少会影响宽幅SAR图像上海面特征的检测和分类,并且需要在特定入射角上进行归一化步骤以补偿亮度降低。本文的目的是研究对一组宽幅模式SAR图像进行图像归一化的结果。最初使用阈值(无论是否已调整)在SAR图像中检测到暗区。此后,将SAR图像标准化并为每个图像计算全局阈值。分割图像并为每个黑暗区域创建对象。将结果与从理论模型值创建并在GIS环境中提取的参考数据集进行比较。结果清楚地表明,归一化后,检测到的暗区的整体精度有所提高。相反,局部阈值不足以产生可接受的结果。提出的归一化可以用作图像分类中的预处理步骤。

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