---
language:
- zh
tags:
- hisilicon
- hispark
- npu
- openharmony
- modelzoo
- pytorch
---

# Swin-Transformer

Swin-Transformer是针对于图片处理设计的基于Transformer架构的神经网络。该网络针对原始Transformer迁移到图片端后计算量过大，复用困难的问题，提出了新的swin-block以代替原有的attention架构。模型以窗口的attention方式极大地减少了图像不同区域间的互相响应，同时也避免了部分冗余信息的产生。最终，模型在减少了大量计算量的同时，在不同的视觉传统任务上也有了效果的提升。

## Mirror Metadata

- Hugging Face repo: shadow-cann/hispark-modelzoo-swin-transformer
- Portal model id: ko3ugg54j400
- Created at: 2026-08-26 16:38:28
- Updated at: 2026-09-01 16:13:06
- Category: 计算机视觉

## Framework

- PyTorch

## Supported OS

- OpenHarmony
- Linux

## Computing Power

- Hi3403V100 SVP_NNN
- Hi3403V100 NNN

## Tags

- 分类

## Detail Parameters

- 输入: 224x224
- 参数量: 28.798M
- 计算量: 9.567GFLOPs

## Files In This Repo

- swin.onnx (源模型 / 源模型元数据)
- swin_tiny_patch4_window7_224.pth (源模型 / 源模型元数据)
- swin_sim.onnx (源模型 / 源模型元数据)
- swin.om (编译模型 / OM 元数据 / A8W8)
- swin_dlite.om (编译模型 / OM 元数据 / FP16)
- SVP_NNN_PC_V1.0.6.0.tgz (附加资源 / 附加资源)
- swin_om-A8W8.om (编译模型 / 镜像补充 / A8W8)

## Upstream Links

- Portal card: https://gitbubble.github.io/hisilicon-developer-portal-mirror/model-detail.html?id=ko3ugg54j400
- Upstream repository: https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/Swin-Transformer
- License reference: https://github.com/microsoft/Swin-Transformer/blob/main/LICENSE

## Notes

- This repository was mirrored from the HiSilicon Developer Portal model card and local downloads captured on 2026-03-27.
- File ownership follows the portal card mapping, not just filename similarity.
- Cover image: 1701485580845059_swint.png