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Weak and small target detection method based on satellite-borne infrared remote sensing image

A technology of weak and small targets and remote sensing images, applied in the field of remote sensing image target detection, can solve problems such as low detection efficiency and slow target positioning speed

Pending Publication Date: 2021-08-31
北京市遥感信息研究所
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Problems solved by technology

[0009] In view of this, the present invention provides a weak target detection method based on spaceborne infrared remote sensing images, which solves the problems of slow target positioning speed and low detection efficiency in existing infrared remote sensing image target detection algorithms.

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  • Weak and small target detection method based on satellite-borne infrared remote sensing image
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  • Weak and small target detection method based on satellite-borne infrared remote sensing image

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Embodiment Construction

[0058] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0059] See attached figure 1 , the embodiment of the present invention discloses a method for detecting weak and small targets based on spaceborne infrared remote sensing images, the method comprising:

[0060] S1: Obtain sample data: obtain wide-width infrared remote sensing images, and mark weak and small targets (such as ships) in the target area, respectively cut wide-width infrared remote sensing images and labels obtained after marking, and obtain one-to...

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Abstract

The invention discloses a weak and small target detection method based on a satellite-borne infrared remote sensing image. The weak and small target detection method comprises five steps of acquiring sample data, constructing a data set, amplifying the data set, roughly detecting a target and finely detecting the target. According to the method, an area where a weak and small target is located is preliminarily judged by using a shallow coarse detection neural network and then the target position is accurately positioned by using a deep fine detection neural network in a detection mode of combining coarse detection and fine detection, so that the detection efficiency is improved, the weak and small target can be rapidly and accurately detected under a complex sea and land background in an infrared remote sensing image, and the problems that an existing infrared remote sensing image target detection algorithm is low in target positioning speed, low in detection efficiency and the like are solved.

Description

technical field [0001] The invention relates to the technical field of remote sensing image target detection, and more specifically relates to a method for detecting weak and small targets based on spaceborne infrared remote sensing images. Background technique [0002] At present, as countries pay more and more attention to marine resources, the monitoring and tracking of important targets on the sea surface has become a research hotspot in recent years. Unlike SAR (Synthetic Aperture Radar, Synthetic Aperture Radar) and visible light remote sensing, infrared remote sensing can work around the clock without being affected by light, and has a long range of action, making it difficult to be discovered by the enemy. Based on this, the detection of weak and small targets based on infrared remote sensing images plays an important role in the field of military and civilian marine target reconnaissance. [0003] The traditional infrared remote sensing image target detection algor...

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Application Information

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IPC IPC(8): G06T7/11G06K9/62G06N3/04G06N3/08
CPCG06T7/11G06N3/08G06T2207/10032G06T2207/20081G06N3/045G06F18/2411
Inventor 韩传钊张曼时春雨丁荣莉朱子亨
Owner 北京市遥感信息研究所
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