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Template Match -- fixed
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import numpy as np | |
import matplotlib.pyplot as plt | |
from skimage import data | |
from skimage.feature import match_template | |
from skimage.io import imread | |
import scipy.misc | |
import scipy | |
from scipy import misc | |
f1 = 'a.jpg' | |
image1 = misc.imread(f1, flatten=True) | |
f2 = 'b.jpg' | |
image2 = misc.imread(f2, flatten=True) | |
result = match_template(image1, image2) | |
ij = np.unravel_index(np.argmax(result), result.shape) | |
x, y = ij[::-1] | |
fig = plt.figure(figsize=(8, 3)) | |
ax1 = plt.subplot(1, 3, 1) | |
ax2 = plt.subplot(1, 3, 2, adjustable='box-forced') | |
ax3 = plt.subplot(1, 3, 3, sharex=ax2, sharey=ax2, adjustable='box-forced') | |
ax1.imshow(image2) | |
ax1.set_axis_off() | |
ax1.set_title('template') | |
ax2.imshow(image1) | |
ax2.set_axis_off() | |
ax2.set_title('image') | |
# highlight matched region | |
hcoin, wcoin = image2.shape | |
rect = plt.Rectangle((x, y), wcoin, hcoin, edgecolor='r', facecolor='none') | |
ax2.add_patch(rect) | |
ax3.imshow(result) | |
ax3.set_axis_off() | |
ax3.set_title('`match_template`\nresult') | |
# highlight matched region | |
ax3.autoscale(False) | |
ax3.plot(x, y, 'o', markeredgecolor='r', markerfacecolor='none', markersize=10) | |
plt.show() |
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