Deep-Learning-Paper-Scratch-Implementation

It consists of various deep learning paper implementations from scratch, including GANs, Transformers, and more with PyTorch.

I try to make implementation as simple as possible. Don't forgot to star ✴, if it helps you.

Framework Used:

Implemented Paper:

• GANs

  • AC-GAN
  • CycleGAN
  • Neural Style Transfer
  • DCGAN - Celebrity Face Generation
  • ProGAN
  • StyleGAN2 (Under Implementation)
  • LSGAN
  • WGAN
  • WGAN-GP
  • SRGAN
  • Self-Attention GAN

• Modern CNN

  • Deep Residual Network
  • ResNeXt Paper

• Transformer

  • Standard Transformer
  • Universal Transformer
  • Vision Transformer

• Segmentation

  • UNET
  • 3D-UNET

• Advanced

  • Image Captioning