Application of an Improved DCGAN for Image Generation

Table 1

Main parameters of the DCGAN.

Parameter	Value
BATCHSIZE	32
EPOCH	100,000
LEARNINGRATE (GANs)	0.0001
DECAY (GANs)	0.00000003
LEARNINGRATE (Discriminator)	0.0002
DECAY (Discriminator)	0.00000006
ALPHA (LeakyReLU)	0.2
MOMENTUM (Batch normalization)	0.9
DROPOUT	0.3
STRIDES (Conv2D)	2
OUTPUTWIDTH	28
OUTPUTHIGHT	28
OUTPUTCHANNEL	1
LATENTSIZE	100