A DCGAN implementation in Tensorflow, for generating Anime Avatars. Trained on ~21k anime faces for 300 epochs, the generator is capable of generating convincing imaginary anime avatars. The dataset is available here - Anime Faces - Kaggle
DATASET_SIZE = 21551
IMAGE_SIZE = 64x64
LATENT_DIM = 128
DIS_LR = 1e-4
GEN_LR = 3e-4
ALPHA = 0.2
EPOCHS = 300
BETA1 = 0.5
WEIGHT_INIT = RandomNormal(mean=0, stddev=0.02)
Sample generated Anime Avatars after 300 epochs of Training -
