SwinTransformer

.. currentmodule:: torchvision.models

The SwinTransformer models are based on the Swin Transformer: Hierarchical Vision Transformer using Shifted Windows <https://arxiv.org/abs/2103.14030>__ paper. SwinTransformer V2 models are based on the Swin Transformer V2: Scaling Up Capacity and Resolution <https://openaccess.thecvf.com/content/CVPR2022/papers/Liu_Swin_Transformer_V2_Scaling_Up_Capacity_and_Resolution_CVPR_2022_paper.pdf>__ paper.

Model builders

The following model builders can be used to instantiate an SwinTransformer model (original and V2) with and without pre-trained weights. All the model builders internally rely on the torchvision.models.swin_transformer.SwinTransformer base class. Please refer to the source code <https://github.com/pytorch/vision/blob/main/torchvision/models/swin_transformer.py>_ for more details about this class.

.. autosummary:: :toctree: generated/ :template: function.rst

swin_t
swin_s
swin_b
swin_v2_t
swin_v2_s
swin_v2_b