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vision-transformers-cifar10's Introduction

vision-transformers-cifar10

Let's train vision transformers for cifar 10!

This is an unofficial and elementary implementation of An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

I use pytorch for implementation.

Updates

Added ConvMixer implementation. Really simple! (2021/10)

Usage

python train_cifar10.py # vit-patchsize-4

python train_cifar10.py --patch 2 # vit-patchsize-2

python train_cifar10.py --net vit_timm --lr 1e-4 # train with pretrained vit

python train_cifar10.py --net convmixer --aug --n_epochs 200 # train with convmixer

python train_cifar10.py --net res18 # resnet18

python train_cifar10.py --net res18 --aug --n_epochs 200 # resnet18+randaug

Results..

Accuracy
ViT patch=2 80%
ViT patch=4 80%
ViT patch=8 30%
ViT small (timm transfer) 97.5%
ViT base (timm transfer) 98.5%
ConvMixerTiny(no pretrain) 96.3%
resnet18 93%
resnet18+randaug 95%

Used in..

vision-transformers-cifar10's People

Contributors

kentaroy47 avatar

Stargazers

Habib Khan avatar Amin Ullah avatar

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