Reading list for research topics in Diffusion models.

We list the most popular methods for Diffusion models, if we missed something, please submit a request. (Note: We show the date the first edition of the paper was submitted to arxiv, but the link to the paper may be up to date.)

Generative Tasks：

Date	Method	Conference	Title	Code/Project Page
2015-xx-xx	Diffusion models	ICML 2015	Deep Unsupervised Learning using Nonequilibrium Thermodynamics	None
2020-06-09	Denoised Diffusion models	NeurIPS 2020	Denoising Diffusion Probabilistic Models	Diffusion Models
2020-10-06	DDIM	ICLR 2021	DENOISING DIFFUSION IMPLICIT MODELS	None
2020-11-26	SDE	ICLR 2021(Oral)	Score-Based Generative Modeling through Stochastic Differential Equations	None
2021-02-18	improved-diffusion	Arxiv 2021	Improved Denoising Diffusion Probabilistic Models	improved-diffusion
2021-05-11	guided-diffusion	NeurIPS 2021	Diffusion Models Beat GANs on Image Synthesis	guided-diffusion
2021-05-30	cascaded diffusion models	Arxiv 2021	Cascaded Diffusion Models for High Fidelity Image Generation	None
2021-07-01	Variational Diffusion Models	NeurIPS 2021	Variational Diffusion Models	Variational Diffusion Models
2021-09-28	Classifier-Free Diffusion	NeurIPS 2021 WorkShop	Classifier-Free Diffusion Guidance	None
2021-10-06	DiffusionCLIP	Arxiv 2021	DiffusionCLIP: Text-Guided Diffusion Models for Robust Image Manipulation	DiffusionCLIP
2021-11-10	Palette	Arxiv 2021	Palette: Image-to-Image Diffusion Models	None
2021-11-29	Blended diffusion	Arxiv 2021	Blended Diffusion for Text-driven Editing of Natural Images	Blended Diffusion
2021-12-20	GLIDE	ICML 2022	GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models	GLIDE
2022-01-24	RePaint	CVPR 2022	RePaint: Inpainting using Denoising Diffusion Probabilistic Models	RePaint
2022-04-06	KNN-Diffusion	Arxiv 2022	KNN-Diffusion: Image Generation via Large-Scale Retrieval	None
2022-04-13	DALL·E 2	Arxiv 2022	Hierarchical Text-Conditional Image Generation with CLIP Latents	None
2022-05-23	Imagen	Arxiv 2022	Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding	None
2022-06-01	--	Arxiv 2022	Elucidating the Design Space of Diffusion-Based Generative Models	None
2022-06-03	Composable-Diffusion	Arxiv 2022	Compositional Visual Generation with Composable Diffusion Models	Composable-Diffusion
2022-06-22	videoDiffusion	NeurIPS 2022	Video Diffusion Models	None
2022-08-03	PDDPM	Arxiv 2022	Pyramidal Denoising Diffusion Probabilistic Models	None
2022-08-25	DreamBooth	Arxiv 2022	DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation	None
2022-11-17	UViT	Arxiv 2022	All are Worth Words: A ViT Backbone for Diffusion Models	UViT
2022-11-17	RenderDiffusion	Arxiv 2022	RenderDiffusion: Image Diffusion for 3D Reconstruction, Inpainting and Generation	RenderDiffusion
2022-11-17	Null-text Inversion	Arxiv 2022	Null-text Inversion for Editing Real Images using Guided Diffusion Models	Null-text Inversion
2022-11-25	3DDesigner	Arxiv 2022	3DDesigner: Towards Photorealistic 3D Object Generation and Editing with Text-guided Diffusion Models	3DDesigner

Segmentation：

Date	Method	Conference	Title	Code
2021-12-06	ddpm-segmentation	ICLR 2022	Label-Efficient Semantic Segmentation with Diffusion Models	ddpm-segmentation

Other Discriminative Tasks：

Date	Method	Conference	Title	Code
2023-05-18	~	Arxiv 2023	Discriminative Diffusion Models as Few-shot Vision and Language Learners	None

Survey:

Date	Conference	Title
2022-09-02	Arxiv 2022	Diffusion Models: A Comprehensive Survey of Methods and Applications
2022-09-10	Arxiv 2022	Diffusion Models in Vision: A Survey
2022-09-12	Arxiv 2022	A Survey on Generative Diffusion Model
2023-04-02	Arxiv 2023	Text-to-image Diffusion Models in Generative AI:A Survey

Tutorial:

CVPR 2022 Tutorial:Denoising Diffusion-based Generative Modeling: Foundations and Applications