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A simple and efficient saliency extraction method based on multi-scale horizon-directional filter for infrared dim small target detection

机译:基于多尺度水平方向滤波器的一种简单有效的显着性提取方法,用于红外弱小目标检测

摘要

This paper presents a simple and computationally efficient saliency extraction method for detecting dim small target from single frame in heterogeneous background. The proposed method is based on background subtraction (BS), which identifies targets from the portion of a image that differs significantly from a background model. A set of horizon-directional filters (HDF) with multi-scales are first implemented to effectively recover the background maps from the input image. As a result, the foreground maps are extracted by computing the absolute difference between the input image and the estimated background maps. Then the foreground maps are fused into the total saliency map using a simple scheme. Finally, the experimental results of various cluttered background images show that the proposed method is efficient and has an outstanding performance in dim small target detection just by thresholding the saliency map.
机译:本文提出了一种简单且计算效率高的显着性提取方法,用于从异构背景的单帧中检测昏暗的小目标。所提出的方法基于背景减法(BS),该方法可从图像中与背景模型明显不同的部分识别目标。首先实现一组具有多比例的水平方向滤镜(HDF),以有效地从输入图像中恢复背景图。结果,通过计算输入图像和估计的背景图之间的绝对差来提取前景图。然后使用一种简单的方案将前景图融合到总显着图中。最后,各种杂乱背景图像的实验结果表明,该方法是有效的,并且仅通过对显着性图进行阈值就可以在暗淡小目标检测中具有出色的性能。

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