Awesome-Generative-Models

Theory Basis Work

Physic-driven: Diffusion

• Denoising Diffusion Probabilistic Models Paper
• Denoising Diffusion Implicit Models Paper
• High-Resolution Image Synthesis with Latent Diffusion Models Paper
• Score-based Generative Modeling in Latent Space Project
• Score-Based Generative Modeling through Stochastic Differential Equations Paper

Physic-driven: Others

• Poisson Flow Generative Models Paper
• PFGM++: Unlocking the Potential of Physics-Inspired Generative Models Paper
• Consistency Models Paper

Concept-based

• Concept Bottleneck Generative Models Paper

Medical

• DIFFUSION PROBABILISTIC MODELS BEAT GAN ON MEDICAL 2D IMAGES Paper
• SYNFUNDUS: A SYNTHETIC FUNDUS IMAGES DATASET WITH MILLIONS OF SAMPLES AND MULTI-DISEASE ANNOTATIONS Paper

Useful Repo

• [https://github.com/amirhossein-kz/Awesome-Diffusion-Models-in-Medical-Imaging]
• [https://github.com/diff-usion/Awesome-Diffusion-Models]