Text to image diffusion model from scratch in PyTorch

Resources

• U-Net explained: https://towardsdatascience.com/understanding-semantic-segmentation-with-unet-6be4f42d4b47
• https://github.com/lucidrains/denoising-diffusion-pytorch/blob/main/denoising_diffusion_pytorch/denoising_diffusion_pytorch.py

Inspiration

• https://www.youtube.com/watch?v=a4Yfz2FxXiY&t=900s
• https://github.com/hkproj/pytorch-stable-diffusion

Papers referenced:

• https://github.com/openai/CLIP
• DDPM

Get started

flask --app webserver run