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Generated CIFAR10 Images Using Diffusion Model: Example Outputs

Diffusion CIFAR10

Papers I've read for this repo

Diffusion Model

a)Deep Unsupervised Learning using Nonequilibrium Thermodynamics

b)Attention U-Net: Learning Where to Look for the Pancreas

c)SAGAN: Self-Attention Generative Adversarial Networks

d)BigGAN: Large Scale GAN Training for High Fidelity Natural Image Synthesis

e)Pre-Norm Transformers: On Layer Normalization in the Transformer Architecture

f)DDIM: DENOISING DIFFUSION IMPLICIT MODELS

g)ViT: An Image Is Worth 16X16 Words: Transformers For Image Recognition At Scale

h)IDDPM: Improved Denoising Diffusion Probabilistic Models

i)DDPM: Denoising Diffusion Probabilistic Models

j)Diffusion Models Beat GANs on Image Synthesis

k)GroupNorm: Group Normalization

l)EMA: Weight-averaged consistency targets improve semi-supervised deep learning results

m)CFG: Classifier-Fredd Diffusion Guidance

Use these link to download my models

Student model: https://drive.google.com/file/d/1Ov23itCd3s2dGu7PZeMnz6gK-vtOVpA5/view?usp=share_link

Teacher model: https://drive.google.com/file/d/1EqP4qJkVt3abh0Vzxr-tDwh7zYymwLT9/view?usp=share_link

Use this link to the google colab for inference or download Diffusion_CIFAR10_Inference.ipynb. Download the model before inference

https://colab.research.google.com/drive/1es0CeqwReIfRxv-oJcAKtHNgZiR_N-qR?usp=sharing

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Training diffusion model with CIFAR10 dataset(insight from 13 papers)

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