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November 25, 2018 06:37
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Pattern matching
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# defining/generating all the patterns | |
pattern1 = np.asarray([[-1, -1, -1, 1], | |
[ 1, 1, 1, 1]]) | |
pattern2 = np.rot90(pattern1) | |
pattern3 = np.rot90(pattern2) | |
pattern4 = np.rot90(pattern3) | |
pattern5 = np.fliplr(pattern1) | |
pattern6 = np.rot90(pattern5) | |
pattern7 = np.rot90(pattern6) | |
pattern8 = np.rot90(pattern7) | |
plt.imshow(pattern1, cmap='gray') | |
plt.title("One of the patterns") | |
plt.show() | |
all_patterns = [pattern1, pattern2, pattern3, pattern4, pattern5, pattern6, pattern7, pattern8] | |
# using a fake image to see if the pattern extraction works | |
fake_img = [[0,0,0,0,0,0], | |
[0,1,1,1,1,0], | |
[0,0,0,0,1,0], | |
[0,0,0,0,0,0], | |
[0,0,0,0,0,0], | |
[0,0,0,0,0,0]] | |
test_img = np.array(fake_img).astype(np.uint8) | |
plt.imshow(test_img, cmap='gray') | |
plt.show() | |
# showing the results | |
tmp = 1 | |
plt.figure(1, figsize=(15, 7)) | |
plt.suptitle("Patterns found") | |
for pattern in all_patterns: | |
morph = cv.morphologyEx(test_img, cv.MORPH_HITMISS, pattern) | |
plt.subplot(2, 4, tmp) | |
plt.imshow(morph, cmap='gray') | |
tmp = tmp + 1 | |
plt.show() |
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