Research on the method of infrared ship target detection in sea-sky background

Aiming at the problems of large amount of calculation and insufficient detection accuracy in the existing infrared ship detection methods with sea and sky background,a method for fast detection of infrared ship targets using projection method is proposed. Firstly,the median filter is used to smooth the image to improve the signal-to-noise ratio,and then the infrared image is converted from gray image to binary image to obtain edge information. Secondly,the edge points are sampled in the edge image by region, and a straight line is fitted to detect the sea antenna in the image. Finally,the sea antenna in the edge image is eliminated,so that the ship target can be better separated. When the position and size of the ship target are detected,the projection method is used for dimension reduction calculation to improve the speed. The edge points of each line of the image are accumulated in the horizontal direction to screen out the range of potential targets. Then the edge points of each column of the image are accumulated in the vertical direction to narrow the range of potential targets. Because multiple ship targets may exist in the horizontal or vertical direction of occlusion,the second projection can be carried out in the horizontal and vertical directions to eliminate the occlusion and further narrow the range of potential targets. The shape of the target is represented by the ratio of the length and width of the area where the potential target is located, the size of the target is approximated by the area of the potential target area, and the location of the target is approximated by the center of the potential target area. The proposed method has small amount of calculation, and can improve the real-time performance of ship target detection. Experimental results show that the proposed method is suitable for ship target detection in infrared imagery with sea and sky background, and has high detection accuracy and fast detection speed.

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Publication Details

Published
2024-12-04
DOI
https://doi.org/10.1117/12.3036752
Primary Topic
Infrared Target Detection Methodologies
Type
article
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Research on the method of infrared ship target detection in sea-sky background

Penghao Yan, Liang Xue, Xinke Lian, Tianru Dai et al.
Infrared Target Detection Methodologies
article

Research on the method of infrared ship target detection in sea-sky background

Penghao Yan, Liang Xue, Xinke Lian, Tianru Dai, Anbo Jiao
article en

Abstract

Aiming at the problems of large amount of calculation and insufficient detection accuracy in the existing infrared ship detection methods with sea and sky background,a method for fast detection of infrared ship targets using projection method is proposed. Firstly,the median filter is used to smooth the image to improve the signal-to-noise ratio,and then the infrared image is converted from gray image to binary image to obtain edge information. Secondly,the edge points are sampled in the edge image by region, and a straight line is fitted to detect the sea antenna in the image. Finally,the sea antenna in the edge image is eliminated,so that the ship target can be better separated. When the position and size of the ship target are detected,the projection method is used for dimension reduction calculation to improve the speed. The edge points of each line of the image are accumulated in the horizontal direction to screen out the range of potential targets. Then the edge points of each column of the image are accumulated in the vertical direction to narrow the range of potential targets. Because multiple ship targets may exist in the horizontal or vertical direction of occlusion,the second projection can be carried out in the horizontal and vertical directions to eliminate the occlusion and further narrow the range of potential targets. The shape of the target is represented by the ratio of the length and width of the area where the potential target is located, the size of the target is approximated by the area of the potential target area, and the location of the target is approximated by the center of the potential target area. The proposed method has small amount of calculation, and can improve the real-time performance of ship target detection. Experimental results show that the proposed method is suitable for ship target detection in infrared imagery with sea and sky background, and has high detection accuracy and fast detection speed.

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Infrared Target Detection Methodologies
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Research on the method of infrared ship target detection in sea-sky background — Penghao Yan, Liang Xue, et al. · (2024) | TGRS Research Map | TGRS