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Nonlinear morphological processors for point-target detection versus an adaptive linear spatial filter: a performance comparison

机译:用于点目标检测的非线性形态处理器与自适应线性空间滤波器的性能比较

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Abstract: This paper presents a comparative performance evaluation of three signal processing architectures for the point-target detection problem in infrared surveillance systems. The comparison involves an adaptive linear spatial filter of the least-mean-square (LMS) type, with a median subtraction filter, and a morphological based processor. The median and morphological filters are nonlinear operators that are based on the order-statistics of the input samples. The three architectures are exercised, via computer simulation, against real deterministic data sets comprising a range of horizon backgrounds. Receiver operating characteristic (ROC) curves are presented and provide a quantitative measure for the performance comparison. Some advantages and disadvantages of each filter type are indicated, with recommendations for a hybrid architecture which incorporates the different filtering schemes.!10
机译:摘要:本文针对红外监视系统中的点目标检测问题,提出了三种信号处理体系结构的比较性能评估。比较包括最小均方(LMS)类型的自适应线性空间滤波器,中位数减法滤波器和基于形态的处理器。中值和形态滤波器是基于输入样本的顺序统计量的非线性运算符。这三种体系结构通过计算机仿真针对包含一定范围的地平线背景的实际确定性数据集进行了测试。给出了接收器工作特性(ROC)曲线,并为性能比较提供了定量方法。指出了每种滤波器类型的一些优点和缺点,并提出了针对混合架构的建议,该架构包含了不同的过滤方案!10

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