Advanced Deep Learning with Keras

Improved GANs
Unlike CGAN, the sample outputs appearance does not vary widely during training.
The MNIST digit image perceptive quality is also better. Figure 5.3.4 shows a side by
side comparison of every MNIST digit produced by both CGAN and ACGAN. Digits
2-6 are of better quality in ACGAN than in CGAN.
I encourage you to run the trained generator model to see new synthesized MNIST
digits images:
python3 acgan-mnist-5.3.1.py --generator=acgan_mnist.h5
Alternatively, a specific digit (for example, 3) to be generated can also be requested:
python3 acgan-mnist-5.3.1.py --generator=acgan_mnist.h5 --digit=3
Figure 5.3.3: The sample outputs generated by the ACGAN as a function of train steps
for labels [0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5]
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