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Comparative analysis of Diffusion Generative Models

Overview

This repository presents a modified and extended version of the original diffusion-ddpm and CompVis/latent-diffusion implementation. The initial codebase has been borrowed from the original project, and additional methods have been implemented

Repository Structure

  • ddpm/: Contains the implementation of Denoising Diffusion Probabilistic Models (DDPM), with added sampling methods and improvements for better performance.

  • ldm/: Focuses on Latent Diffusion Models (LDM), which operate in a compressed latent space for faster and more efficient model training and inference.