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Hands-On Convolutional Neural Networks with TensorFlow
book

Hands-On Convolutional Neural Networks with TensorFlow

by Iffat Zafar, Giounona Tzanidou, Richard Burton, Nimesh Patel, Leonardo Araujo
August 2018
Intermediate to advanced
272 pages
7h 2m
English
Packt Publishing
Content preview from Hands-On Convolutional Neural Networks with TensorFlow

Minibatch discriminator

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)
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Publisher Resources

ISBN: 9781789130331Supplemental Content