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import cv2 | ||
import numpy as np | ||
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## Load image | ||
img = cv2.imread('Lenna.jpg') ## BGR | ||
## Grayscale | ||
img = cv2.imread('Lenna.jpg',0) | ||
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## Show image | ||
cv2.imshow('image',img) | ||
cv2.waitKey(0) | ||
cv2.destroyAllWindows() | ||
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## Save image | ||
cv2.imwrite('test.jpg',img) | ||
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## Show image with matplotlib | ||
import matplotlib.pyplot as plt | ||
plt.imshow(img[:,:,::-1]) ## To RGB | ||
plt.show() | ||
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plt.imshow(img,cmap='gray') | ||
plt.show() | ||
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#-----------------Lab1----------------------- | ||
## Resize | ||
cv2.resize() | ||
## Color space | ||
cv2.cvtColor() | ||
## filtering | ||
cv2.filter2D() | ||
## PCA Compute | ||
mean,eigenvectors = cv2.PCACompute(matrix,mean=None) | ||
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## min, max | ||
np.min(), np.max() | ||
## dot | ||
np.dot() | ||
## flatten | ||
np.flatten() | ||
## stack list of array | ||
np.stack(np_list) | ||
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## KNN | ||
from sklearn.neighbors import KNeighborsClassifier | ||
# 宣告 | ||
KNN = KNeighborsClassifier(args) | ||
# Feed Training Data | ||
KNN.fit(X_train,Y_train) | ||
# Predict Class | ||
KNN.predict(X_test) | ||
# 直接告訴你acc | ||
KNN.score(X_test,Y_test) | ||
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## Useful function | ||
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def mse(raw,recon): | ||
return ((raw-recon) **2).mean() | ||
#-----------------Lab2----------------------- | ||
## Numpy scipy | ||
# concatenate | ||
np.concatenate() | ||
# mean | ||
np.mean() | ||
## matrix multiplication | ||
np.matmul() | ||
## create meshgrid | ||
np.meshgrid() | ||
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