Generative Adversarial Networks Projects

Visualizing losses

To visualize the losses for the training, start the TensorBoard server as follows:

tensorboard --logdir=logs

Now, open localhost:6006 in your browser. The SCALARS section of TensorBoard contains plots for both losses, as shown in the following examples:

The loss plot for the discriminator network is shown as follows:

The loss plot for the generator network is shown as follows:

These plots will help you to decide whether to continue or stop the training. If the losses are no longer decreasing, you can stop the training, as ...