Deep Convolutional GAN for Anime Portrait Synthesis
DCGAN extends the foundational GAN architecture by replacing fully-connected layers with convolutional operations, enabling more stable training for high-resolution image generation. The generator utilizes transposed convolutions to upsample latent vectors into RGB images, while the discriminator em...