KimRass

Swin-Transformer

PyTorch implementation of 'Swin Transformer' (Liu et al., 2021) from scratch.

ViViT

PyTorch implementation of 'ViViT' (Arnab et al., 2021) from scratch.

MaskFormer

Flamingo

RoPE

Copy-Paste

From-scratch PyTorch implementation of 'Copy-Paste' (Ghiasi et al., 2021) on COCO 2014.

FastAPI

DetectionTransformer

DETR: End-to-End Object Detection with Transformers

MAE

PyTorch implementation of 'MAE' (He et al., 2021) from scratch.

DETR

PyTorch implementation of 'DETR' (Carion et al., 2020) from scratch.

SDEdit

PyTorch implementation of 'SDEdit' (Meng et al., 2021) from scratch and applying it to 'DDPM' on CelebA at 64 × 64

ILVR

PyTorch implementation of 'ILVR' (Choi et al., 2021) from scratch and applying it to 'DDPM' on CelebA at 64 × 64

Improved-DDPM

PyTorch implementation of 'Improved DDPM' (Nichol and Dhariwal, 2021).

CFG

PyTorch implementation of 'CFG' (Ho et al., 2022).

DDIM

PyTorch implementation of 'DDIM' (Jiaming Song et al., 2020).

LSTM-Text-Gen.

CLIP

PyTorch implementation of 'CLIP' (Radford et al., 2021) from scratch and training it on Flickr8k + Flickr30k

Jigsaw-Puzzle

Making and solving M × N Jigsaw puzzle based on rules.

Conditional-WGAN-GP

PyTorch implementation of 'Conditional GAN' (Mirza et al., 2014) & 'WGAN-GP' (Gulrajani et. al., 2017) and training it on MNIST

Classifier-Guidance

PyTorch implementation of Dhariwal and Nichol (2021) and training it on CIFAR-10

Kaggle-Titanic

https://www.kaggle.com/competitions/titanic

Kaggle-Iceberg

https://www.kaggle.com/c/statoil-iceberg-classifier-challenge/

Transformer

PyTorch implementation of 'Transformer' (Vaswani et al., 2017)

VQ-VAE-on-MNIST

VQ-VAE implementation in Pytorch

RotNet

Pytorch implementation of 'RotNet' (Gidaris et al., 2018).

VQ-VAE

PyTorch implementation of VQ-VAE (Oord et al., 2017) and training it on Fashion MNIST and CIFAR-10

AI-Papers

AI paper reviews in Korean

VAE

PyTorch implementation of 'VAE' (Kingma and Welling, 2014) and training it on MNIST

Mehdi-Noroozi-et-al.-2016

Mehdi Noroozi et al. (2016) implementation in PyTorch

DALL-E