Ship detection with Synthetic Aperture Radar (SAR) is a major topic for the security and monitoring of maritime areas. One of the advantages of using SAR lay in its capability to acquire useful images with any-weather conditions and at night time. Specifically, this paper proposes a new methodology exploiting polarimetric acquisitions (dual- and quad-polarimetric).ududThe methodology adopted for the detector algorithm was introduced by the author and performs a perturbation analysis in space of polarimetric targets checking for coherence between the target to detect and its perturbed version on the data. In the present work, this methodology is optimized for detection of marine features. In the end, the algorithm can be considered to be a negative (notch) filter focused on sea. Consequently, all the features which have a polarimetric behavior different from the sea are detected (i.e. ships, icebergs, buoys, etc). Moreover, a dual polarimetric version of the detector is designed, to be exploited in the circumstances where quad polarimetric data cannot be acquired.ududThe detector was tested with TerraSAR-X quad polarimetric data showing significant agreement with the available ground truth. Moreover, the theoretical performances of the detector are tested with Monte Carlo simulations in order to extract the probabilities of detection and false alarm. An important result is that the detector is, up to some extend, independent of the sea conditions.
展开▼
机译:使用合成孔径雷达(SAR)进行船舶检测是海域安全和监视的主要主题。使用SAR的优势之一在于它能够在任何天气条件下和夜间获取有用的图像。具体来说,本文提出了一种利用极化采集(双极化和四极化)的新方法。 ud ud作者介绍了检测器算法所采用的方法,并在极化目标空间中进行了扰动分析,检查了极化目标之间的相干性。要检测的目标及其在数据上的扰动版本。在目前的工作中,此方法已针对检测海洋特征进行了优化。最后,该算法可以被认为是针对海洋的负(陷波)滤波器。因此,检测到所有具有不同于海洋的极化特性的特征(即船,冰山,浮标等)。此外,设计了双极化检测器,可在无法获取四极化数据的情况下使用。 ud ud检测器使用TerraSAR-X四极化数据进行了测试,表明与可用的地面真实情况非常吻合。此外,用蒙特卡洛模拟测试检测器的理论性能,以提取检测和虚警的可能性。一个重要的结果是探测器在一定程度上不受海况的影响。
展开▼