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Re:Colorizing black and white photos with deep learning by zan2434 on Friday October 13, 2017 @02:47PM (#15468286)
Although it is quite egregious here - this is not a problem inherent to colorization but rather to generative models in general.

Using something akin to a variational autoencoder would solve this problem, because it learns a distributional approximation rather than a single point estimate of the color, and then the random noise vector input allows one to sample from this output distribution. Similarly, Mixture Density Networks allow you to model a distribution and then sample from it.

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