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Expand Up @@ -97,7 +97,7 @@ This repository contains a collection of resources and papers on ***Diffusion Mo
**Diffusion Models as a kind of VAE** \
*Angus Turner* \
[[Website](https://angusturner.github.io/generative_models/2021/06/29/diffusion-probabilistic-models-I.html)] \
29 June 2021
29 Jun 2021

**Generative Modeling by Estimating Gradients of the Data Distribution** \
*Yang Song* \
Expand All @@ -121,12 +121,12 @@ arXiv 2022. [[Paper](https://arxiv.org/abs/2101.03288)] \
**Diffusion models from scratch in PyTorch** \
*DeepFindr* \
[[Video](https://www.youtube.com/watch?v=a4Yfz2FxXiY)] \
18 July 2022
18 Jul 2022

**Diffusion Models | Paper Explanation | Math Explained** \
*Outlier* \
[[Video](https://www.youtube.com/watch?v=HoKDTa5jHvg)] \
Jun 6 2022
6 Jun 2022

**What are Diffusion Models?** \
*Ari Seff* \
Expand All @@ -143,12 +143,12 @@ Jun 6 2022
**Denoising Diffusion-based Generative Modeling: Foundations and Applications** \
*Karsten Kreis, Ruiqi Gao, Arash Vahdat* \
[[Page](https://cvpr2022-tutorial-diffusion-models.github.io/)] \
19 June 2022
19 Jun 2022

**Diffusion Probabilistic Models** \
*Jascha Sohl-Dickstein, MIT 6.S192 - Lecture 22* \
[[Video](https://www.youtube.com/watch?v=XCUlnHP1TNM)] \
19 April 2022
19 Apr 2022

## Tutorial and Jupyter Notebook

Expand Down Expand Up @@ -182,30 +182,39 @@ Jun 6 2022


**Centipede Diffusion** \
*Zalring* \
[[Notebook](https://colab.research.google.com/github/Zalring/Centipede_Diffusion/blob/main/Centipede_Diffusion.ipynb)]

**Deforum Stable Diffusion** \
*deforum* \
[[Notebook](https://colab.research.google.com/github/deforum/stable-diffusion/blob/main/Deforum_Stable_Diffusion.ipynb)]

**Stable Diffusion Interpolation** \
*None* \
[[Notebook](https://colab.research.google.com/drive/1EHZtFjQoRr-bns1It5mTcOVyZzZD9bBc?usp=sharing)]

**Keras Stable Diffusion: GPU starter example** \
*None* \
[[Notebook](https://colab.research.google.com/drive/1zVTa4mLeM_w44WaFwl7utTaa6JcaH1zK)]

**Huemin Jax Diffusion** \
*huemin-art* \
[[Notebook](https://colab.research.google.com/github/huemin-art/jax-guided-diffusion/blob/v2.7/Huemin_Jax_Diffusion_2_7.ipynb)]

**Disco Diffusion** \
*alembics* \
[[Notebook](https://colab.research.google.com/github/alembics/disco-diffusion/blob/main/Disco_Diffusion.ipynb)]

**Simplified Disco Diffusion** \
*entmike* \
[[Notebook](https://colab.research.google.com/github/entmike/disco-diffusion-1/blob/main/Simplified_Disco_Diffusion.ipynb)]

**WAS's Disco Diffusion - Portrait Generator Playground** \
*WASasquatch* \
[[Notebook](https://colab.research.google.com/github/WASasquatch/disco-diffusion-portrait-playground/blob/main/WAS's_Disco_Diffusion_v5_6_9_%5BPortrait_Generator_Playground%5D.ipynb)]

**Diffusers - Hugging Face** \
*huggingface* \
[[Notebook](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/diffusers_intro.ipynb)]


Expand Down Expand Up @@ -626,7 +635,7 @@ arXiv 2022. [[Paper](https://arxiv.org/abs/2211.01156)] \

**DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models** \
*Cheng Lu, Yuhao Zhou, Fan Bao, Jianfei Chen, Chongxuan Li, Jun Zhu* \
NeurIPS 2022 (Oral) [[Paper](https://arxiv.org/abs/2211.01095)] [[Github](https://github.com/LuChengTHU/dpm-solver)] \
NeurIPS 2022 (Oral). [[Paper](https://arxiv.org/abs/2211.01095)] [[Github](https://github.com/LuChengTHU/dpm-solver)] \
2 Nov 2022

**Score-based Denoising Diffusion with Non-Isotropic Gaussian Noise Models** \
Expand Down Expand Up @@ -800,7 +809,7 @@ arXiv 2022. [[Paper](https://arxiv.org/abs/2206.13397)] [[Project](https://aalto
**Diffusion models as plug-and-play priors** \
*Alexandros Graikos, Nikolay Malkin, Nebojsa Jojic, Dimitris Samaras* \
NeurIPS 2022. [[Paper](https://arxiv.org/abs/2206.09012)] [[Github](https://github.com/alexgraikos/diffusion_priors)] \
17 June 2022
17 Jun 2022

**A Flexible Diffusion Model** \
*Weitao Du, Tao Yang, He Zhang, Yuanqi Du* \
Expand Down Expand Up @@ -1125,7 +1134,7 @@ NeurIPS 2021. [[Paper](https://arxiv.org/abs/2107.03006)] \

**Variational Diffusion Models** \
*Diederik P. Kingma<sup>1</sup>, Tim Salimans<sup>1</sup>, Ben Poole, Jonathan Ho* \
arXiv 2021. [[Paper](https://arxiv.org/abs/2107.00630)] [[Github]](https://github.com/google-research/vdm) \
arXiv 2021. [[Paper](https://arxiv.org/abs/2107.00630)] [[Github](https://github.com/google-research/vdm)] \
1 Jul 2021

**Diffusion Priors In Variational Autoencoders** \
Expand Down Expand Up @@ -2346,7 +2355,7 @@ arXiv 2022. [[Paper](https://arxiv.org/abs/2212.02936)] \
**Diffusion Video Autoencoders: Toward Temporally Consistent Face Video Editing via Disentangled Video Encoding** \
*Gyeongman Kim, Hajin Shim, Hyunsu Kim, Yunjey Choi, Junho Kim, Eunho Yang* \
arXiv 2022. [[Paper](https://arxiv.org/abs/2212.02802)] \
6 Dec 202
6 Dec 2022


**Unite and Conquer: Cross Dataset Multimodal Synthesis using Diffusion Models** \
Expand Down Expand Up @@ -3700,7 +3709,7 @@ arXiv 2023. [[Paper](https://arxiv.org/abs/2301.05489)] \

**Diffusion-based Data Augmentation for Skin Disease Classification: Impact Across Original Medical Datasets to Fully Synthetic Images** \
*Mohamed Akrout<sup>1</sup>, Bálint Gyepesi<sup>1</sup>, Péter Holló, Adrienn Poór, Blága Kincső, Stephen Solis, Katrina Cirone, Jeremy Kawahara, Dekker Slade, Latif Abid, Máté Kovács, István Fazekas* \
arXiv 2023/ [[Paper](https://arxiv.org/abs/2301.04802)] \
arXiv 2023. [[Paper](https://arxiv.org/abs/2301.04802)] \
12 Jan 2023

**Speech Driven Video Editing via an Audio-Conditioned Diffusion Model** \
Expand Down Expand Up @@ -4166,7 +4175,7 @@ ISMIR 2021. [[Paper](https://arxiv.org/abs/2103.16091)] [[Github](https://github

**DiffWave: A Versatile Diffusion Model for Audio Synthesis** \
*Zhifeng Kong, Wei Ping, Jiaji Huang, Kexin Zhao, Bryan Catanzaro* \
ICLR 2021 [[Paper](https://arxiv.org/abs/2009.09761)] [[Github](https://diffwave-demo.github.io/)] \
ICLR 2021. [[Paper](https://arxiv.org/abs/2009.09761)] [[Github](https://diffwave-demo.github.io/)] \
21 Sep 2020

**WaveGrad: Estimating Gradients for Waveform Generation** \
Expand Down Expand Up @@ -4224,7 +4233,7 @@ arXiv 2022. [[Paper](https://arxiv.org/abs/2211.02527)] \

**Analysing Diffusion-based Generative Approaches versus Discriminative Approaches for Speech Restoration** \
*Jean-Marie Lemercier, Julius Richter, Simon Welker, Timo Gerkmann* \
ICASSP [[Paper](https://arxiv.org/abs/2211.02397)] [[Project](https://www.inf.uni-hamburg.de/en/inst/ab/sp/publications/sgmse-multitask.html)] [[Github](https://github.com/sp-uhh/sgmse)] \
ICASSP. [[Paper](https://arxiv.org/abs/2211.02397)] [[Project](https://www.inf.uni-hamburg.de/en/inst/ab/sp/publications/sgmse-multitask.html)] [[Github](https://github.com/sp-uhh/sgmse)] \
4 Nov 2022

**SRTNet: Time Domain Speech Enhancement Via Stochastic Refinement** \
Expand Down Expand Up @@ -4360,7 +4369,7 @@ arXiv 2023. [[Paper](https://arxiv.org/abs/2301.12661)] [[Project](https://text-

**AudioLDM: Text-to-Audio Generation with Latent Diffusion Models** \
*Haohe Liu<sup>1</sup>, Zehua Chen<sup>1</sup>, Yi Yuan, Xinhao Mei, Xubo Liu, Danilo Mandic, Wenwu Wang, Mark D. Plumbley* \
arXiv 2023. [[Paper](https://arxiv.org/abs/2301.12503)] [[Project](https://audioldm.github.io/)] [[Github(https://github.com/haoheliu/AudioLDM)] \
arXiv 2023. [[Paper](https://arxiv.org/abs/2301.12503)] [[Project](https://audioldm.github.io/)] [[Github](https://github.com/haoheliu/AudioLDM)] \
29 Jan 2023

**ResGrad: Residual Denoising Diffusion Probabilistic Models for Text to Speech** \
Expand Down Expand Up @@ -4422,7 +4431,7 @@ arXiv 2022. [[Paper](https://arxiv.org/abs/2201.11972)] [[Github](https://github
**Guided-TTS:Text-to-Speech with Untranscribed Speech** \
*Heeseung Kim, Sungwon Kim, Sungroh Yoon* \
ICML 2021. [[Paper](https://arxiv.org/abs/2111.11755)] \
32 Nov 2021
30 Nov 2021



Expand Down Expand Up @@ -4857,7 +4866,7 @@ NeurIPS 2022. [[Paper](https://arxiv.org/abs/2209.00865)] \
**Antigen-Specific Antibody Design and Optimization with Diffusion-Based Generative Models** \
*Shitong Luo<sup>1</sup>, Yufeng Su<sup>1</sup>, Xingang Peng, Sheng Wang, Jian Peng, Jianzhu Ma* \
BioRXiv 2022. [[Paper](https://www.biorxiv.org/content/10.1101/2022.07.10.499510v1)] \
11 July 2022
11 Jul 2022

**Data-driven discovery of novel 2D materials by deep generative models** \
*Peder Lyngby, Kristian Sommer Thygesen* \
Expand All @@ -4872,7 +4881,7 @@ arXiv 2022. [[Paper](https://arxiv.org/abs/2206.11898)] \
**Diffusion probabilistic modeling of protein backbones in 3D for the motif-scaffolding problem** \
*Brian L. Trippe<sup>1</sup>, Jason Yim<sup>1</sup>, Doug Tischer, Tamara Broderick, David Baker, Regina Barzilay, Tommi Jaakkola* \
CoRR 2022. [[Paper](https://arxiv.org/abs/2206.04119)] \
8 Jun 2022'
8 Jun 2022

**Torsional Diffusion for Molecular Conformer Generation** \
*Bowen Jing, Gabriele Corso, Regina Barzilay, Tommi S. Jaakkola* \
Expand Down
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