Image defogging method based on improved dynamic atmospheric scattering coefficient function

A technology of atmospheric scattering coefficient and atmospheric transmittance, which is applied in the field of image processing, can solve the problems of insufficient degree of defogging in local areas and high computational complexity of post-processing operations, etc., to solve the problems of insufficient degree of defogging in local areas and color distortion Effect

Pending Publication Date: 2020-08-28
XIAN UNIV OF TECH
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Problems solved by technology

For example, He et al. proposed to use guided filtering instead of soft matting, which reduces the complexity of the algorithm, but there is still obvious residual fog in the foreground area; Meng et al. proposed a dehazing algorithm based on boundary constraints. The constraints of the parameters in the physical model are used to restore the fog-free image. By sacrificing a small amount of details to improve the restoration effect, a clearer image is obtained, but the computational complexity of the post-processing operation is relatively large; Zhu et al. found by observing the HSV color channel , there is a linear r

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  • Image defogging method based on improved dynamic atmospheric scattering coefficient function
  • Image defogging method based on improved dynamic atmospheric scattering coefficient function
  • Image defogging method based on improved dynamic atmospheric scattering coefficient function

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[0124] The following are specific embodiments of the inventive method:

[0125] The present invention obtains the depth of field information d(x) of the image through the color attenuation prior algorithm proposed by Zhu et al., and uses the improved dynamic atmospheric scattering coefficient function β(x) and the formula t(x)=exp[-βd(x) ] Reversely deduce the transmittance t(x) of the image, and finally restore the haze-free image with the help of the atmospheric scattering model I(x)=J(x)t(x)+A[1-t(x)]. The following verifications are carried out to the method of the present invention below:

[0126] 1) There is a phenomenon of color distortion in the sky area

[0127] choose as image 3 The foggy image shown; Figure 4 is the processing result before function correction; Figure 5 The processing result after function correction.

[0128] pass Figure 4 and Figure 5 It can be seen from the comparison that the distortion of the sky area of ​​the corrected image is sig...

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Abstract

The invention discloses an image defogging method based on an improved dynamic atmospheric scattering coefficient function, and the method comprises the steps: solving a minimum channel image throughemploying R, G and B color channels of an original image, and calculating an atmospheric light value A of a foggy day image through a quadtree segmentation method; calculating the depth of field d (x)of the image by using a nonlinear color attenuation prior model, and filtering noise information in the depth of field d (x) of the image through minimum filtering, smooth filtering and guided filtering to obtain the final depth of field dr (x) of the image; and finally, in combination with the improved dynamic atmospheric scattering coefficient function beta (x) and the image depth of field dr (x) obtained through final processing, calculating atmospheric transmissivity t (x), and recovering a fog-free image through an atmospheric scattering model. The method not only can solve the problem of inaccurate transmissivity estimation caused by constant atmospheric scattering coefficient, but also can effectively solve the phenomenon of color distortion of the sky area of the image, so that the defogging effect of the image is clearer and more thorough, and the color of the scenery is more natural and real.

Description

technical field [0001] The invention belongs to the technical field of image processing, and in particular relates to an image defogging method based on an improved dynamic atmospheric scattering coefficient function. Background technique [0002] Smog is a common natural phenomenon on land and sea. In severe weather such as fog and haze, aerosols and solid particles suspended in the atmosphere will absorb and scatter light to a certain extent, degrading the images captured by the shooting equipment, usually including low contrast and low visibility, which will Can seriously affect the visual system, especially the visible light vision system. Since the sharpness of the degraded image is seriously reduced, it will be a huge difficulty and challenge for the subsequent automatic processing of the image. Therefore, it is of great practical significance to develop a fast and effective adaptive image defogging method for the automatic processing of images and videos. . [0003...

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Application Information

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IPC IPC(8): G06T5/00G06T7/11
CPCG06T5/002G06T7/11G06T2207/10004G06T2207/20024
Inventor 胡辽林郑毅赵锴
Owner XIAN UNIV OF TECH
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