This repository contains the codebase for the paper ‘Diffusion Models Beat GANs on Image Synthesis’, featuring classifier-conditioned diffusion models and architectural improvements over the base improved-diffusion implementation. It provides pre-trained checkpoints for diffusion models and classifiers at resolutions from 64x64 to 512x512, along with upsampler models for progressive generation.