KimRass

CLIP

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

DDPM

PyTorch implementation of 'DDPM' (Ho et al., 2020) and training it on CelebA 64×64

warehouse

DETR

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

KimRass

PGGAN

PyTorch implementation of 'PGGAN' (Karras et al., 2018) from scratch and training it on CelebA-HQ at 512 × 512

ViT

PyTorch implementation of 'ViT' (Dosovitskiy et al., 2020) and training it on CIFAR-10 and CIFAR-100

Classifier-Guidance

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

Conditional-WGAN-GP

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

DeepLabv3

PyTorch implementation of 'DeepLabv3' (Chen et al., 2018) and training it on VOC 2012

ILVR

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

VQ-VAE

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

YOLO

PyTorch implementation of 'YOLO' (Redmon et al., 2016) from scratch

AI-Papers

AI paper reviews in Korean

CFG

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

Copy-Paste

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

DDIM

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

FastAPI

Flamingo

Jigsaw-Puzzle

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

MAE

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

MaskFormer

RoPE

SDEdit

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

Swin-Transformer

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

Transformer

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

ViViT

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

CCTV-Data

Energy-based-Models

Peekaboo