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Fast real-time target detection via target-oriented band selection

机译:通过面向目标的频段选择快速进行实时目标检测

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Real-time target detection requires immediate decision-making. For fast implementation of the entire detection process, offline band selection is applied. Because target signature is usually the only prior knowledge before running causal real-time detectors, traditional band selection methods based on statistics of the entire data set cannot be used before detection. This paper develops a band selection method based on target spectrum alone, extracting bands that can preserve main features of the target. It is expected that the selected bands can remain the detection accuracy unchanged and speed up the detection process. To substantiate the utility of proposed method, causal real-time constrained energy minimization (RT-CEM) is tested on a real hyperspectral data set for experiments.
机译:实时目标检测需要立即做出决策。为了快速执行整个检测过程,应用了脱机频段选择。由于目标签名通常是运行有因实时检测器之前的唯一先验知识,因此在检测之前不能使用基于整个数据集统计信息的传统频带选择方法。本文提出了一种仅基于目标光谱的频带选择方法,提取了可以保留目标主要特征的频带。期望所选频带可以保持检测精度不变,并加快检测过程。为了证实所提出方法的实用性,在实际的高光谱数据集上对因果实时约束能量最小化(RT-CEM)进行了测试。

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