Słownik AI
Kompletny słownik sztucznej inteligencji
Conditional GAN (cGAN)
Extension of GANs where the generator and discriminator receive additional conditions, allowing control over the characteristics of generated data.
Progressive GAN
Training technique where the GAN progressively learns from increasing resolutions, stabilizing training and improving the quality of high-resolution generations.
Pix2Pix
GAN architecture for conditioned image-to-image translation, using an L1 loss combined with adversarial loss for precise and realistic translations.
Training Instability
Fundamental problem in GAN training where the delicate balance between generator and discriminator can lead to divergence or suboptimal convergence.
StarGAN
Unified GAN architecture for multi-domain facial image translation, using a single model to handle multiple attributes simultaneously.
GAN Dissection
Interpretable analysis technique identifying neural units responsible for specific visual features in pre-trained GAN networks.
Style Mixing
Technique in StyleGAN combining latent codes of two different samples to mix their stylistic features at different resolutions.