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Infrared weak and small target detection method based on local contrast and gradient

A technology of local contrast, weak and small targets, applied in image enhancement, image analysis, instruments, etc., can solve the problems of difficult to suppress background clutter, low target detection rate, ineffective detection, etc., to improve the target detection rate and target detection rate. High, improve the effect of detection accuracy and effect

Pending Publication Date: 2022-07-29
CHANGCHUN INST OF OPTICS FINE MECHANICS & PHYSICS CHINESE ACAD OF SCI
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Problems solved by technology

[0004] In order to solve the problems of background clutter difficult to suppress, high false alarm rate, low target detection rate, and even ineffective detection existing in existing detection methods for small infrared targets, the present invention provides a small infrared detection method based on local contrast and gradient. Object Detection Method

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  • Infrared weak and small target detection method based on local contrast and gradient
  • Infrared weak and small target detection method based on local contrast and gradient
  • Infrared weak and small target detection method based on local contrast and gradient

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Embodiment Construction

[0030] The present invention will be further described in detail below with reference to the accompanying drawings.

[0031] like figure 1 As shown, an infrared weak and small target detection method based on local contrast and gradient of the present invention mainly includes the following steps: inputting an infrared image → constructing a Gaussian difference pyramid → adaptive threshold segmentation → multi-scale space extreme point detection → local contrast calculation → Gradient direction calculation.

[0032] A kind of infrared weak and small target detection method based on local contrast and gradient of the present invention, the specific operation steps are as follows:

[0033] Step 1. Build a Gaussian difference pyramid to extract the interest points of the image

[0034] Using Gaussian kernels of different scales to convolve the input infrared image to generate a multi-scale space, convolving the infrared image with the Gaussian function can obtain an image with ...

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Abstract

The invention discloses an infrared weak and small target detection method based on local contrast and gradient, and relates to the field of infrared small target detection, and the method comprises the steps: 1, constructing a Gaussian difference pyramid, and extracting an interest point of an image; step 2, eliminating edge response through adaptive threshold segmentation; step 3, constructing a multi-scale space to carry out extreme point detection; 4, enhancing the target by using a local contrast calculation method; and step 5, obtaining a detection result through gradient direction calculation. By using the detection method of the invention to detect the infrared weak and small target in various scenes, the target detection rate is up to 0.989, the target detection rate is high, and the robustness is better. According to the invention, extreme point detection is carried out by using the Gaussian difference pyramid, so that the extreme point detection precision and effect are improved. According to the method, local contrast calculation and gradient calculation are combined, background clutters are effectively suppressed, the target detection rate is improved, the false alarm rate is reduced, and infrared weak and small targets are detected in various scenes.

Description

technical field [0001] The invention relates to the technical field of infrared small target detection, in particular to an infrared weak and small target detection method based on local contrast and gradient. Background technique [0002] The rapid development of infrared technology has prompted its application fields to cover military, medical, detection, communication and other aspects. Due to the long distance between the imaging target and the infrared detector, the imaging shows the characteristics of low contrast, less pixels and lack of texture features; in addition, infrared images are easily affected by bad weather such as fog, rain, and haze, and the infrared image is weak. Targets are easily submerged and extremely difficult to detect. Therefore, the detection of infrared weak and small targets under complex background conditions has always been a research focus and difficulty. [0003] At present, detection methods based on spectral residuals and detection met...

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Application Information

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IPC IPC(8): G06T5/00G06T7/136
CPCG06T7/136G06T2207/10048G06T5/70
Inventor 李焱陈健张雷洪林伟鸿张大伟缪海晴王凯民徐邦联陈雪陈婷婷周彦言彭建宇
Owner CHANGCHUN INST OF OPTICS FINE MECHANICS & PHYSICS CHINESE ACAD OF SCI
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