swin

Introduction

Official Repo

Code Snippet

Swin Transformer (ICCV'2021)

@article{liu2021Swin,
    title={Swin Transformer: Hierarchical Vision Transformer using Shifted Windows},
    author={Liu, Ze and Lin, Yutong and Cao, Yue and Hu, Han and Wei, Yixuan and Zhang, Zheng and Lin, Stephen and Guo, Baining},
    journal={arXiv preprint arXiv:2103.14030},
    year={2021}
}

Results

ADE20k

Segmentor	Pretrain	Backbone	Crop Size	Schedule	Train/Eval Set	mIoU	Download
UperNet	ImageNet-1k-224x224	Swin-T	512x512	LR/POLICY/BS/EPOCH: 0.00006/poly/16/130	train/val	44.58%	cfg | model | log
UperNet	ImageNet-1k-224x224	Swin-S	512x512	LR/POLICY/BS/EPOCH: 0.00006/poly/16/130	train/val	48.39%	cfg | model | log
UperNet	ImageNet-22k-384x384	Swin-B	512x512	LR/POLICY/BS/EPOCH: 0.00006/poly/16/130	train/val	51.02%	cfg | model | log

More

You can also download the model weights from following sources:

• BaiduNetdisk: https://pan.baidu.com/s/1gD-NJJWOtaHCtB0qHE79rA with access code s757