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首页> 外文期刊>Marine Geophysical Researches >Quantification of regions of interest in swath sonar backscatter images using grey-level and shape geometry descriptors: The TargAn software
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Quantification of regions of interest in swath sonar backscatter images using grey-level and shape geometry descriptors: The TargAn software

机译:使用灰度和形状几何描述符对条带声纳背向散射图像中的感兴趣区域进行量化:TargAn软件

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摘要

In this paper, the TargAn software package that is dedicated to parameterizing regions of interest (ROIs) in greyscale images that reflect backscatter information derived by marine geo-acoustical instrumentation (e. g. Side Scan Sonar and Multi-Beam Echo-Sounder) is presented. The ROIs, whose boundaries are marked out either manually or via simple segmentation techniques, are analyzed for as many as 37 features. The adopted and developed methodologies lead to the extraction of: (1) grey-level intensity (1st order) and texture analysis statistics estimated from the inner ROI, (2) descriptors that measure the separation of the ROI in comparison to the intensity characteristics of the peripheral seabed, (3) shape geometry descriptors of the ROI's boundary itself and (4) regional statistics of distinct (segmented) objects possibly included in the ROI. TargAn is implemented in Matlab with a graphical user interface that helps the user to have control over the digitization, segmentation and feature extraction processes involved. It also provides tools for the construction of compact geo-databases, suitable for geostatistical analysis and visualization in popular Geographical Information Systems, concerning the extracted descriptors and the geographic features (e. g. ROIs' boundaries, skeletons, segmented objects) that have been considered for ROIs' analyses. The TargAn software is particularly useful when large amounts of image ROIs need to be objectively quantified and is demonstrated through two case studies regarding Side Scan Sonar imageries. The first one concerns the quantification of marine biohabitats (coralline formations) while the second exhibits the geometrical analysis of pockmarks.
机译:在本文中,介绍了TargAn软件包,该软件包专用于对灰度图像中的感兴趣区域(ROI)进行参数化,以反映海洋地理声学仪器(例如,侧面扫描声纳和多波束回声测深仪)得出的反向散射信息。对ROI进行了多达37个特征的分析,这些ROI的边界可以手动或通过简单的分割技术进行标记。采用和开发的方法学导致以下内容的提取:(1)灰度强度(一阶)和从内部ROI估计的纹理分析统计数据,(2)与ROI的强度特性相比测量ROI分离的描述符(3)ROI边界本身的形状几何描述符和(4)可能包含在ROI中的不同(分段)对象的区域统计信息。 TargAn在Matlab中实现,带有图形用户界面,可帮助用户控制所涉及的数字化,分割和特征提取过程。它还提供了用于构建紧凑的地理数据库的工具,这些工具适用于流行的地理信息系统中的地统计分析和可视化,涉及提取的描述符和已考虑到ROI的地理特征(例如ROI的边界,骨架,分割的对象)分析。当需要客观地量化大量图像ROI时,TargAn软件特别有用,并且可以通过两个有关Side Scan Sonar图像的案例研究进行演示。第一个涉及海洋生物栖息地(珊瑚形成)的量化,第二个涉及对麻点的几何分析。

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