A method for radiometric calibration of a color camera by using a multispectral image

A multi-spectral image, color camera technology, applied in the field of radiometric calibration, can solve the problems of limited application scenarios and low accuracy, and achieve the effect of reducing estimation errors and loose requirements for shooting scenes

Active Publication Date: 2019-02-26
ZHEJIANG UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The purpose of the present invention is to solve the problems of the existing color camera radiometric calibration algorithm with low accuracy and limited application scenarios, and pro

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  • A method for radiometric calibration of a color camera by using a multispectral image
  • A method for radiometric calibration of a color camera by using a multispectral image
  • A method for radiometric calibration of a color camera by using a multispectral image

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Embodiment 1

[0048] In the following, the method of the present invention is used to realize the radiation calibration of the color camera. In order to compare the calibration accuracy, first use the known camera response function and spectral sensitivity function to simulate RGB images from multispectral images, then use the method of the present invention to perform radiation calibration, and compare the calibration results with the known true values. from image 3 It can be seen that the two sets of data use different camera response functions, so the brightness of the corresponding RGB images is different. Wherein the GT curve represents the true value, and the Est curve represents the result estimated by the present invention. It can be seen from the comparison that the estimation results of the inverse camera response function and the spectral sensitivity function are close to the true value, and the error is small.

Embodiment 2

[0050] In the following, by means of the root mean square error, the estimation result of realizing the inverse camera response function by using the method of the present invention is measured from the perspective of quantization. from Figure 4 As can be seen in , there is a difference in the accuracy of the two estimation methods. Wherein the Single curve represents the result obtained based on the method of linearizing image boundary color distribution, and the Ours curve represents the result obtained by adopting the present invention. It can be seen that the estimation accuracy of the present invention for 201 samples is relatively high overall.

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Abstract

The invention discloses a method for radiometric calibration of a color camera by using a multi-spectral image, namely solving an inverse camera response function and a spectral sensitivity function of the color camera. The method comprises the following steps: The intrinsic linearity between pixels in a multi-spectral image is searched, and the inverse camera response function is estimated by restoring the intrinsic linearity from a color (RGB) image. The spectral sensitivity function and the inverse camera response function coupled in the RGB image are solved by alternating iteration of theexisting data. The results show that the intrinsic linearity is not only the intrinsic linearity between pixels but also the intrinsic linearity between pixels. The invention uses the scene spectrum information provided by the multi-spectrum image, reduces the error caused by the inaccurate use information of the traditional method, improves the radiometric calibration accuracy of the camera, andsimultaneously obtains two calibration information of the inverse camera response function and the spectrum sensitivity function.

Description

technical field [0001] The invention relates to the radiation calibration of the color camera, and can accurately obtain the inverse camera response function and spectral sensitivity function of the color camera under the condition of known scene multispectral image information. Background technique [0002] Obtaining accurate radiometric calibration information of color cameras is helpful for the implementation of many image processing algorithms, such as multispectral imaging, illumination estimation, color correction, etc. Since camera manufacturers usually do not provide this information, the camera inverse response function and spectral sensitivity function need to be estimated accurately. [0003] The camera response function converts the irradiance received by the camera sensor into the brightness of the image. In order to enhance the visual effect of the captured image, the camera response function is nonlinear in most cameras, and the role of the inverse camera res...

Claims

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Application Information

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IPC IPC(8): G06T7/80
CPCG06T7/80
Inventor 潘之玮沈会良
Owner ZHEJIANG UNIV
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