【论文合集】Awesome Diffusion Models 1

介绍关于diffusino的各种资源和综述论文。

来源：diff-usion/Awesome-Diffusion-Models: A collection of resources and papers on Diffusion Models (github.com)

Resources

Introductory Posts

Introductory Papers

Introductory Videos

Introductory Lectures

Tutorial and Jupyter Notebook

Papers

Survey

Resources

Introductory Posts

⏩ DiffusionFastForward: 01-Diffusion-Theory
Mikolaj Czerkawski (@mikonvergence)
[Website]
4 Feb 2023

How diffusion models work: the math from scratch
Sergios Karagiannakos,Nikolas Adaloglou
[Website]
24 Sep 2022

A Path to the Variational Diffusion Loss
Alex Alemi
[Website] [Colab]
15 Sep 2022

The Annotated Diffusion Model
Niels Rogge, Kashif Rasul
[Website]
06 Jun 2022

The recent rise of diffusion-based models
Maciej Domagała
[Website]
06 Jun 2022

Introduction to Diffusion Models for Machine Learning
Ryan O'Connor
[Website]
12 May 2022

Improving Diffusion Models as an Alternative To GANs
Arash Vahdat and Karsten Kreis
[Website-Part 1] [Website-Part 2]
26 Apr 2022

An introduction to Diffusion Probabilistic Models
Ayan Das
[Website]
04 Dec 2021

Introduction to deep generative modeling: Diffusion-based Deep Generative Models
Jakub Tomczak
[Website]
30 Aug 2021

What are Diffusion Models?
Lilian Weng
[Website]
11 Jul 2021

Diffusion Models as a kind of VAE
Angus Turner
[Website]
29 Jun 2021

Generative Modeling by Estimating Gradients of the Data Distribution
Yang Song
[Website]
5 May 2021

Introductory Papers

Understanding Diffusion Models: A Unified Perspective
Calvin Luo
arXiv 2022. [Paper]
25 Aug 2022

How to Train Your Energy-Based Models
Yang Song, Diederik P. Kingma
arXiv 2022. [Paper]
9 Jan 2021

Introductory Videos

⏩ DiffusionFastForward
Mikolaj Czerkawski (@mikonvergence)
[Video]
4 Mar 2023

Diffusion models from scratch in PyTorch
DeepFindr
[Video]
18 Jul 2022

Diffusion Models | Paper Explanation | Math Explained
Outlier
[Video]
6 Jun 2022

What are Diffusion Models?
Ari Seff
[Video]
20 Apr 2022

Diffusion models explained
AI Coffee Break with Letitia
[Video]
23 Mar 2022

Introductory Lectures

Denoising Diffusion-based Generative Modeling: Foundations and Applications
Karsten Kreis, Ruiqi Gao, Arash Vahdat
[Page]
19 Jun 2022

Diffusion Probabilistic Models
Jascha Sohl-Dickstein, MIT 6.S192 - Lecture 22
[Video]
19 Apr 2022

Tutorial and Jupyter Notebook

⏩ DiffusionFastForward: train from scratch in colab
Mikolaj Czerkawski (@mikonvergence)
[Github] [notebook]

diffusion-for-beginners
ozanciga
[Github]

Beyond Diffusion: What is Personalized Image Generation and How Can You Customize Image Synthesis?
J. Rafid Siddiqui
[Github] [Medium]

Diffusion_models_tutorial
FilippoMB
[Github]

ScoreDiffusionModel
JeongJiHeon
[Github]

Minimal implementation of diffusion models
VSehwag
[Github]

diffusion_tutorial
sunlin-ai
[Github]

Denoising diffusion probabilistic models
acids-ircam
[Github]

Centipede Diffusion
Zalring
[Notebook]

Deforum Stable Diffusion
deforum
[Notebook]

Stable Diffusion Interpolation
None
[Notebook]

Keras Stable Diffusion: GPU starter example
None
[Notebook]

Huemin Jax Diffusion
huemin-art
[Notebook]

Disco Diffusion
alembics
[Notebook]

Simplified Disco Diffusion
entmike
[Notebook]

WAS's Disco Diffusion - Portrait Generator Playground
WASasquatch
[Notebook]

Diffusers - Hugging Face
huggingface
[Notebook]

Papers

Survey

A Survey of Diffusion Based Image Generation Models: Issues and Their Solutions
Tianyi Zhang, Zheng Wang, Jing Huang, Mohiuddin Muhammad Tasnim, Wei Shi
arXiv 2023. [Paper]
25 Aug 2023

Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey
Xin Li, Yulin Ren, Xin Jin, Cuiling Lan, Xingrui Wang, Wenjun Zeng, Xinchao Wang, Zhibo Chen
arXiv 2023. [Paper]
18 Aug 2023

A Comprehensive Survey on Generative Diffusion Models for Structured Data
Heejoon Koo, To Eun Kim
arXiv 2023. [Paper]
7 Jun 2023

On the Design Fundamentals of Diffusion Models: A Survey
Ziyi Chang, George A. Koulieris, Hubert P. H. Shum
arXiv 2023. [Paper]
7 Jun 2023

Diffusion Models in NLP: A Survey
Hao Zou, Zae Myung Kim, Dongyeop Kang
arXiv 2023. [Paper]
24 May 2023

Diffusion Models for Time Series Applications: A Survey
Lequan Lin, Zhengkun Li, Ruikun Li, Xuliang Li, Junbin Gao
arXiv 2023. [Paper]
1 May 2023

A Comprehensive Survey on Knowledge Distillation of Diffusion Models
Weijian Luo
arXiv 2023. [Paper]
9 Apr 2023

A Survey on Graph Diffusion Models: Generative AI in Science for Molecule, Protein and Material
Mengchun Zhang, Maryam Qamar, Taegoo Kang, Yuna Jung, Chenshuang Zhang, Sung-Ho Bae, Chaoning Zhang
arXiv 2023. [Paper]
4 Apr 2023

Audio Diffusion Model for Speech Synthesis: A Survey on Text To Speech and Speech Enhancement in Generative AI
Chenshuang Zhang, Chaoning Zhang, Sheng Zheng, Mengchun Zhang, Maryam Qamar, Sung-Ho Bae, In So Kweon
arXiv 2023. [Paper]
23 Mar 2023

Diffusion Models in NLP: A Survey
Yuansong Zhu, Yu Zhao
arXiv 2023. [Paper]
14 Mar 2023

Text-to-image Diffusion Model in Generative AI: A Survey
Chenshuang Zhang, Chaoning Zhang, Mengchun Zhang, In So Kweon
arXiv 2023. [Paper]
14 Mar 2023

Diffusion Models for Non-autoregressive Text Generation: A Survey
Yifan Li, Kun Zhou, Wayne Xin Zhao, Ji-Rong Wen
arXiv 2023. [Paper]
12 Mar 2023

Diffusion Models in Bioinformatics: A New Wave of Deep Learning Revolution in Action
Zhiye Guo, Jian Liu, Yanli Wang, Mengrui Chen, Duolin Wang, Dong Xu, Jianlin Cheng
arXiv 2023. [Paper]
13 Feb 2023

Generative Diffusion Models on Graphs: Methods and Applications
Wenqi Fan, Chengyi Liu, Yunqing Liu, Jiatong Li, Hang Li, Hui Liu, Jiliang Tang, Qing Li
arXiv 2023. [Paper]
6 Feb 2023

Diffusion Models for Medical Image Analysis: A Comprehensive Survey
Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Moein Heidari, Reza Azad, Mohsen Fayyaz, Ilker Hacihaliloglu, Dorit Merhof
arXiv 2022. [Paper] [Github]
14 Nov 2022

Efficient Diffusion Models for Vision: A Survey
Anwaar Ulhaq, Naveed Akhtar, Ganna Pogrebna
arXiv 2022. [Paper]
7 Oct 2022

Diffusion Models in Vision: A Survey
Florinel-Alin Croitoru, Vlad Hondru, Radu Tudor Ionescu, Mubarak Shah
arXiv 2022. [Paper]
10 Sep 2022

A Survey on Generative Diffusion Model
Hanqun Cao, Cheng Tan, Zhangyang Gao, Guangyong Chen, Pheng-Ann Heng, Stan Z. Li
arXiv 2022. [Paper]
6 Sep 2022

Diffusion Models: A Comprehensive Survey of Methods and Applications
Ling Yang, Zhilong Zhang, Shenda Hong, Wentao Zhang
arXiv 2022. [Paper]
2 Sep 2022