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-rw-r--r--doc/source/user/plot_reconstructed.py17
1 files changed, 17 insertions, 0 deletions
diff --git a/doc/source/user/plot_reconstructed.py b/doc/source/user/plot_reconstructed.py
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+++ b/doc/source/user/plot_reconstructed.py
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+from scipy import misc
+import matplotlib.pyplot as plt
+import numpy as np
+from numpy import linalg
+
+img = misc.face()
+img_array = img / 255
+img_array_transposed = np.transpose(img_array, (2, 0, 1))
+
+U, s, Vt = linalg.svd(img_array_transposed)
+
+Sigma = np.zeros((3, 768, 1024))
+for j in range(3):
+ np.fill_diagonal(Sigma[j, :, :], s[j, :])
+
+reconstructed = U @ Sigma @ Vt
+plt.imshow(np.transpose(reconstructed, (1, 2, 0)))