image-generation

Image Generation


Stable Diffusion


Autoencoder


Autoencoder

  • $dim(latent) \ll dim(data)$
  • Latent Representation 🤷

Diffusion


Noise Removal


Noise Removal - UNet

  • Noisy Image ⟹ Noise
  • Noisy Image - Noise = Image 👍

U-Net


Noise Removal - Simple


Noise Removal - Classifier


Noise Removal - Classifier Free Guidance

$\gamma \approx CFG$


Latent Diffusion