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moire no more image fft demo
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# image fft demo in the following article: | |
# moire no more: https://www.getrevue.co/profile/shift-happens/issues/moire-no-more-688319 | |
# image fft: https://towardsdatascience.com/image-processing-with-python-application-of-fourier-transformation-5a8584dc175b | |
# image fft demo in the following article: | |
# moire no more: https://www.getrevue.co/profile/shift-happens/issues/moire-no-more-688319 | |
# image fft: https://towardsdatascience.com/image-processing-with-python-application-of-fourier-transformation-5a8584dc175b | |
# also, notch filter for images: https://github.com/imdeep2905/Notch-Filter-for-Image-Processing | |
# (this repo's readme is basically removing moire dots.) | |
import os | |
import numpy as np | |
import matplotlib.pyplot as plt | |
from skimage.io import imread, imshow | |
from skimage.color import rgb2hsv, rgb2gray, rgb2yuv | |
from skimage import color, exposure, transform | |
from skimage.exposure import equalize_hist | |
import requests | |
#path=os.path.join(r'C:\Users\21745\Pictures','QQ截图20211001063119.png') | |
#dark_image = imread(path) | |
response=requests.get('https://i.ibb.co/yRCQBF8/QQ-20211001063119.png') | |
if response.status_code == 200: | |
with open("img.jpg", 'wb') as f: | |
f.write(response.content) | |
dark_image=imread('img.jpg') | |
dark_image_grey = rgb2gray(dark_image) | |
plt.figure(num=None, figsize=(8, 6), dpi=80) | |
plt.imshow(dark_image_grey, cmap='gray'); | |
dark_image_grey_fourier = np.fft.fftshift(np.fft.fft2(dark_image_grey)) | |
plt.figure(num=None, figsize=(8, 6), dpi=80) | |
plt.imshow(np.log(abs(dark_image_grey_fourier)), cmap='gray'); | |
def fourier_masker_ver(image, i): | |
f_size = 15 | |
dark_image_grey_fourier = np.fft.fftshift(np.fft.fft2(rgb2gray(image))) | |
dark_image_grey_fourier[:225, 235:240] = i | |
dark_image_grey_fourier[-225:,235:240] = i | |
fig, ax = plt.subplots(1,3,figsize=(15,15)) | |
ax[0].imshow(np.log(abs(dark_image_grey_fourier)), cmap='gray') | |
ax[0].set_title('Masked Fourier', fontsize = f_size) | |
ax[1].imshow(rgb2gray(image), cmap = 'gray') | |
ax[1].set_title('Greyscale Image', fontsize = f_size); | |
ax[2].imshow(abs(np.fft.ifft2(dark_image_grey_fourier)), | |
cmap='gray') | |
ax[2].set_title('Transformed Greyscale Image', | |
fontsize = f_size); | |
fourier_masker_ver(dark_image, 1) | |
def fourier_masker_hor(image, i): | |
f_size = 15 | |
dark_image_grey_fourier = np.fft.fftshift(np.fft.fft2(rgb2gray(image))) | |
dark_image_grey_fourier[235:240, :230] = i | |
dark_image_grey_fourier[235:240,-230:] = i | |
fig, ax = plt.subplots(1,3,figsize=(15,15)) | |
ax[0].imshow(np.log(abs(dark_image_grey_fourier)), cmap='gray') | |
ax[0].set_title('Masked Fourier', fontsize = f_size) | |
ax[1].imshow(rgb2gray(image), cmap = 'gray') | |
ax[1].set_title('Greyscale Image', fontsize = f_size); | |
ax[2].imshow(abs(np.fft.ifft2(dark_image_grey_fourier)), | |
cmap='gray') | |
ax[2].set_title('Transformed Greyscale Image', | |
fontsize = f_size); | |
fourier_masker_hor(dark_image, 1) | |
plt.show() |
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