Diffusion 扩散模型

本notebook系列将介绍一种新的生成模型: diffusion 扩散概率模型。

我们将探讨一系列最新 diffusion 的模型以及相关酷炫的应用,将包括如下内容（其中 [x] 表示已经完成）：

1 Score matching
2 Langevin dynamics
3 DPM(2015):Deep unsupervised learning using nonequilibrium thermodynamics
4 NCSN(2020): Noise conditional score networks
5 DDPM(2020): Denoising Diffusion Probabilistic Models
6 WAVEGRAD(2020): ESTIMATING GRADIENTS FOR WAVEFORM GENERATION
7 DDIM(2021): DENOISING DIFFUSION IMPLICIT MODELS
8 IDDPM(2021): Improved Denoising Diffusion Probabilistic Models
9 SDE(2021): SCORE-BASED GENERATIVE MODELING THROUGH STOCHASTIC DIFFERENTIAL EQUATIONS
10 Guided Diffusion(2021): Diffusion Models Beat GANs on Image Synthesis
11 Classifier Free Diffusion(2021): Classifier-Free Diffusion Guidance
12 Latent Diffusion (2022): High-Resolution Image Synthesis with Latent Diffusion Models
13 CLIP guided diffusion
14 Augmented CLIP Guided Diffusion
15 Disco Diffusion
16 High Resolution Image Synthesis with Latent Diffusion

Name		Name	Last commit message	Last commit date
Latest commit History 10 Commits
.ipynb_checkpoints		.ipynb_checkpoints
models		models
utils		utils
README.md		README.md
diffusion_01_score matching.ipynb		diffusion_01_score matching.ipynb
diffusion_02_Langevin dynamics.ipynb		diffusion_02_Langevin dynamics.ipynb
diffusion_03_DPM.ipynb		diffusion_03_DPM.ipynb
diffusion_04_NCSN.ipynb		diffusion_04_NCSN.ipynb
diffusion_05_DDPM.ipynb		diffusion_05_DDPM.ipynb
diffusion_07_DDIM.ipynb		diffusion_07_DDIM.ipynb
diffusion_11_Classifier Free Diffusion.ipynb		diffusion_11_Classifier Free Diffusion.ipynb
diffusion_12_Latent Diffusion.ipynb		diffusion_12_Latent Diffusion.ipynb
diffusion_13_CLIP guided diffusion.ipynb		diffusion_13_CLIP guided diffusion.ipynb
diffusion_14_Augmented CLIP Guided Diffusion.ipynb		diffusion_14_Augmented CLIP Guided Diffusion.ipynb
diffusion_15_Disco Diffusion.ipynb		diffusion_15_Disco Diffusion.ipynb
diffusion_16_High Resolution Image Synthesis with Latent Diffusion.ipynb		diffusion_16_High Resolution Image Synthesis with Latent Diffusion.ipynb
diffusion_17_LAION Latent Diffusion.ipynb		diffusion_17_LAION Latent Diffusion.ipynb

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