刃边法mtf计算matlab实现
时间: 2023-09-15 17:23:00 浏览: 259
Calculate.rar_MTF_lsf_图像刃边计算_费米函数_费米拟合
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以下是一个MATLAB函数,用于计算刃边法(MTF):
```matlab
function [mtf, freq] = blade_edge_mtf(image, pixel_size, distance, wavelength)
% BLADE_EDGE_MTF Calculate the Modulation Transfer Function (MTF) using the Blade Edge method.
% [MTF, FREQ] = BLADE_EDGE_MTF(IMAGE, PIXEL_SIZE, DISTANCE, WAVELENGTH) calculates the MTF of an image using the Blade Edge method.
%
% Inputs:
% IMAGE - The input image.
% PIXEL_SIZE - The size of a pixel in the image, in millimeters.
% DISTANCE - The distance between the object and the sensor, in millimeters.
% WAVELENGTH - The wavelength of the light used to capture the image, in nanometers.
%
% Outputs:
% MTF - The calculated MTF.
% FREQ - The frequencies corresponding to the MTF values.
% Convert wavelength from nanometers to millimeters
wavelength = wavelength / 1000000;
% Calculate the spatial frequency range
M = size(image, 1);
N = size(image, 2);
freq_x = -0.5:1/N:0.5-1/N;
freq_y = -0.5:1/M:0.5-1/M;
[freq_x, freq_y] = meshgrid(freq_x, freq_y);
freq = sqrt(freq_x.^2 + freq_y.^2) / pixel_size;
% Calculate the knife-edge spread function
ke = abs(fftshift(fft2(image))).^2;
ke = ke / max(ke(:));
ke = ke(:, round(N/2));
% Calculate the MTF
mtf = abs(fft(ke));
mtf = mtf / mtf(1);
mtf = mtf(:);
% Calculate the corresponding frequencies
freq = freq(:) / (distance * wavelength);
end
```
这个函数需要输入四个参数:
- `image` - 要计算MTF的图像。
- `pixel_size` - 图像中一个像素的大小,以毫米为单位。
- `distance` - 对象和传感器之间的距离,以毫米为单位。
- `wavelength` - 用于捕获图像的光的波长,以纳米为单位。
函数返回两个变量:
- `mtf` - 计算出的MTF。
- `freq` - 对应于MTF值的频率。
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