Tensorflow - Histogram Loss Function

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I'm new to Tensorflow and I'm trying to design a Loss Function to account for the difference in the 3-Channel Histogram of the Input image and the Output image.

I know the L1 loss in Tensorflow is like tf.reduce_mean(tf.abs(Output- Input) but don't know how to write it to compare Histograms.

Thanks...

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