After training the network for 500 epochs, the network will start generating decent images as shown as follows.
Images generated by Stage-I and Stage-II of the StackGAN network
I suggest that you train the network for 1,000 epochs. If everything goes well, after 1,000 epochs, the generator networks will start generating realistic images.