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how do I transcribe this code from python to c++?

asked 2015-02-03 06:04:21 -0500

updated 2015-02-03 10:16:32 -0500

Hello. I was looking how to segmenting license plate characters and I found this post where propose to use homomorphic filter. I am trying to transcribe the python code shown in the post but I don't know how to transcribe this part:

# Create Gaussian mask of sigma = 10
M = 2*rows + 1
N = 2*cols + 1
sigma = 10
(X,Y) = np.meshgrid(np.linspace(0,N-1,N), np.linspace(0,M-1,M))
centerX = np.ceil(N/2)
centerY = np.ceil(M/2)
gaussianNumerator = (X - centerX)**2 + (Y - centerY)**2

# Low pass and high pass filters
Hlow = np.exp(-gaussianNumerator / (2*sigma*sigma))
Hhigh = 1 - Hlow

# Move origin of filters so that it's at the top left corner to
# match with the input image
HlowShift = scipy.fftpack.ifftshift(Hlow.copy())
HhighShift = scipy.fftpack.ifftshift(Hhigh.copy())

# Filter the image and crop
If = scipy.fftpack.fft2(imgLog.copy(), (M,N))
Ioutlow = scipy.real(scipy.fftpack.ifft2(If.copy() * HlowShift, (M,N)))
Iouthigh = scipy.real(scipy.fftpack.ifft2(If.copy() * HhighShift, (M,N)))

I found how to create a meshgrid in opencv in this post and I have already implemented it but I don't have any idea how to translate this to OpenCV/c++:

gaussianNumerator = (X - centerX)**2 + (Y - centerY)**2

Would you please give me some ideas ? thank you very much.

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answered 2015-02-03 06:53:03 -0500

thdrksdfthmn gravatar image

updated 2015-02-04 06:49:07 -0500

As you can see here, in python, ** is the pow operator, so just do

gaussianNumerator = (X - centerX)*(X - centerX) + (Y - centerY)*(Y - centerY);

Please do not change the question, because my answer will not be relative to it anymore. Just edit it by adding more questions, for eg...

I do not thing that there is some fuction that is similar to scipy.fftpack.ifftshift in OpenCV, it is from scipy, but based on its docs, you can implement your own

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thank you, but what I really want to know is how to translate that to Opencv c++. what type should be gaussianNumerator ? Mat type ? PD: sorry for my poor english.

Carlos_Hinojosa gravatar imageCarlos_Hinojosa ( 2015-02-03 07:10:43 -0500 )edit

np.linspace returns vector, np.meshgrid(vec1, vec2) returns 2 matrix and centerX and centerY are floats, so it seems that X, Y are cv::Mat of type CV_32FC1, but gaussianNumerator, I am not really sure, it could be just a float or double...or vector. It depends on the sizes of X and Y. Anyway, have you started to implement the thing? I think you can find out the answer by finding the equivalent functions in C++ and they must tell you the type of gaussianNumerator .

thdrksdfthmn gravatar imagethdrksdfthmn ( 2015-02-03 07:33:44 -0500 )edit

thank you. I figured out the type of gaussian Numerator, it's CV_32FC1 as you mentioned. also I used Mat::mul operation instead of * and I got the same result as in python.

Carlos_Hinojosa gravatar imageCarlos_Hinojosa ( 2015-02-03 07:41:32 -0500 )edit

;) So it was a cv::Mat of type CV_32FC1...

thdrksdfthmn gravatar imagethdrksdfthmn ( 2015-02-03 08:39:03 -0500 )edit
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Asked: 2015-02-03 06:04:21 -0500

Seen: 1,325 times

Last updated: Feb 04 '15