Deep Convolutional Generative Adversarial Network (DCGAN)

A Deep Convolutional Generative Adversarial Network (DCGAN) is an advanced type of GAN that uses convolutional neural networks (ConvNets) in both the generator and discriminator, rather than simple multilayer perceptrons. It is specifically designed for image generation tasks, producing higher-quality, high-resolution imagery by replacing pooling layers with strided convolutions and using batch normalization to improve training stability.