Glossario IA
Il dizionario completo dell'Intelligenza Artificiale
Progressive GAN (ProGAN)
Innovative GAN architecture generating images starting from low resolutions and progressively increasing resolution to enhance stability and quality of synthetic images.
Progressive Fade-in
Smooth transition mechanism when adding new layers, using interpolated alpha weights to gradually blend outputs from old and new layers.
Pixelwise Normalization
Normalization method applied individually to each pixel of a feature map to stabilize training and preserve local image characteristics.
Adaptive Resolution
System capability to generate images at different resolutions by dynamically adjusting the network architecture according to required quality needs.
Multi-scale Synthesis
Generative approach combining features at multiple spatial scales to capture both fine details and global structures of images.
Cascade Architecture
Network structure where layers are stacked sequentially with increasing detail levels, enabling hierarchical and controlled image generation.
Gaussian Latent Noise
Stochastic input following a normal distribution used as latent code to control variation and randomness of generated images.
Spatial Frequency
Characteristic representing intensity variations in image space, progressively mastered during resolution growth in ProGAN.