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A method for automated real time - detection of marine mammals

机译:一种自动实时检测海洋哺乳动物的方法

摘要

Determination of the presence of a marine mammal with the aid of a detection of the thermal signature (tsmm), and can be manually or in a simpler observers, carried out only part - automated prototypes. In this case, the rapid and reliable image processing in combination with a high level of user friendliness problematic. In the method according to the invention take place in the image pre-processing (fpp) an image correction and unweighted fully - image segmentation (segments) in the snippets, in the detection (det) the use of a limit value - algorithm on the basis of detected local contrast changes, in the classification (cla) the use of monitored learning with the aid of the support vector method (svm) with a hyperplane (he) for the division into two classes, in the localization (loc) an automatic calculation of the distance of the detected thermal signature (tsmm) and their temporal and positional change in the ship (rv), in the verification (comparison) the possibility of an instantaneous checking of the decision by an operator, and in the documentation (doc) an automatic provision of application-specific image data (irv) of detected thermal signatures of marine mammal (tsmm). For the data generation, an infrared camera system (irc) with a fully - or part circle detection and an active gyroscopic stabilization with respect to the horizon (hz) is used.
机译:借助热信号(tsmm)的检测来确定海洋哺乳动物的存在,并且可以手动或在更简单的观察器中进行,仅进行部分自动化的原型。在这种情况下,快速和可靠的图像处理以及高度的用户友好性是有问题的。在根据本发明的方法中,在图像预处理(fpp)中进行片段中的图像校正和未加权的全图像分割(段),在检测(det)中使用极限值算法。在检测到的局部对比度变化的基础上,在分类(cla)中,借助支持向量法(svm)将监控学习与超平面(he)结合使用,以将其分为两类,在本地化(loc)中,计算检测到的热信号的距离(tsmm)及其在船上的时间和位置变化(rv),在验证(比较)中由操作员即时检查决策的可能性以及在文档中(文档)自动提供检测到的海洋哺乳动物(tsmm)的热信号的专用图像数据(irv)。为了进行数据生成,使用了具有完整或部分圆圈检测功能并相对于水平线(hz)具有主动陀螺仪稳定功能的红外摄像机系统(irc)。

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