MNIST_GAN

Generative Adverserial Network using the MNIST handwritten digit dataset Based on work by BeierZhu: https://github.com/BeierZhu/GAN-MNIST-Pytorch

Example Output Generated by Fully-Connected Net:

Epoch 1:

Epoch 5:

Epoch 10:

Epoch 20:

Epoch 50:

Epoch 100:

Example Output Generated by CNN - clear example of mode collapse of GAN:

Epoch 1:

Epoch 5:

Epoch 10:

Epoch 20:

Epoch 50:

Example Output Generated by CNN - improved by adding minibatch discrimination:

References:

• https://gist.github.com/t-ae/732f78671643de97bbe2c46519972491

• https://arxiv.org/abs/1606.03498

• https://mc.ai/gan-ways-to-improve-gan-performance/

Epoch 1:

Epoch 5:

Epoch 10:

Epoch 15:

Epoch 20: