Diffusion

Explore machine learning papers and reviews related to Diffusion. Find insights, analysis, and implementation details.

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2 papers

Papers Related to Diffusion

NeurIPS 2020

DDPM: Denoising Diffusion Probabilistic Models

Jonathan Ho, Ajay Jain, +1

How diffusion models learn to generate images by reversing a gradual noising process — the foundation of Stable Diffusion, DALL-E, and modern image generation.

Diffusion
Generative Models
Denoising
+3 more tags

Concepts

Paper Code

MSE MAE
VAE Latent Space
Skip Connections

CVPR 2022

Latent Diffusion Models: High-Resolution Image Synthesis

Robin Rombach, Andreas Blattmann, +3

How Latent Diffusion Models made high-resolution image generation practical by moving diffusion to a compressed latent space — the architecture behind Stable Diffusion.

Diffusion
Generative Models
Latent Space
+4 more tags

Concepts

Paper Code

VAE Latent Space
Cross Attention
KL Divergence
MSE MAE