我想计算两个二维阵列之间的地球移动距离(这些不是图像)。
现在我浏览了两个库:scipy ( https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.wasserstein_distance.html ) 和pyemd ( https://pypi.org/project/pyemd / )。
#define a sampeling method
def sampeling2D(n, mu1, std1, mu2, std2):
#sample from N(0, 1) in the 2D hyperspace
x = np.random.randn(n, 2)
#scale N(0, 1) -> N(mu, std)
x[:,0] = (x[:,0]*std1) + mu1
x[:,1] = (x[:,1]*std2) + mu2
return x
#generate two sets
Y1 = sampeling2D(1000, 0, 1, 0, 1)
Y2 = sampeling2D(1000, -1, 1, -1, 1)
#compute the distance
distance = pyemd.emd_samples(Y1, Y2)
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虽然scipy …