Zhihui kongzhi yu fangzhen (Oct 2023)

A rapid detection method for UAV-borne high-resolution SAR image targets

  • WANG Zhongbao, YIN Kuiying

DOI
https://doi.org/10.3969/j.issn.1673-3819.2023.05.007
Journal volume & issue
Vol. 45, no. 5
pp. 43 – 50

Abstract

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Aiming at the limited space and resources of the UAV platform, the inaccurate target labeling and excessive calculation amount of high-resolution SAR image detection, a rapid detection method for UAV-borne high-resolution SAR image targets is proposed. Firstly, a bilateral filter is used to suppress the coherent speckle noise and non-uniform undulation inside the target in the high-resolution SAR image. Then, a large-scale SLIC segmentation is performed, and a small-scale SLIC segmentation is performed on the superpixel unit with under segmentation problem by analyzing the roughness of the superpixel unit. Finally, the over-segmented superpixel units are combined to obtain the target detection results. The experimental results show that this method can not only improve the detection efficiency of high-resolution SAR image targets, improve the SAR image target extraction ability, but also help to find small targets that are easily missed by some manual methods, and has good engineering application value.

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