Glossario IA
Il dizionario completo dell'Intelligenza Artificiale
GAN
Generative Adversarial Network composed of two competing neural networks: a generator creating data and a discriminator evaluating them to produce realistic images.
AdaIN
Adaptive Instance Normalization aligning content features statistically with style features for real-time style transfer.
Unpaired Image-to-Image Translation
Conversion of images between domains without requiring corresponding image pairs, using cyclic GANs or similarity constraints.
Total Variation Loss
Regularization term promoting spatial regularity of generated images by penalizing differences between neighboring pixels.
Patch Discriminator
Discriminator evaluating the realism of local patches rather than the entire image, improving detail quality in generated images.
Instance Normalization
Statistical normalization technique by sample rather than by batch, essential for style transfer tasks.
Latent Style Space
Compact vector representation where each point corresponds to a unique style, enabling interpolation and stylistic manipulation.