Some techniques used to improve mode collapse are as follows:

• Take the output of some layer of the discriminator
• Reshape the input of the discriminator to a matrix
• Compute the L1 distance
• Calculate the sum of the exponentials of the L1 distances
• Concatenate results to the input (some layer of discriminator)

​