microsoft/Swin-Transformer
This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows". observed · 2026-08-28
Health v2 · maintenance only
32/100
- Activity 0
- Release rhythm 35
- Longevity 100
Flags: no_releases
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 1987
- days_rel: n/a
- days_push: 770
- n_releases_24m: 0
Adoption not part of the score
16051 stars · 2215 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded
Official PyTorch implementation of the Swin Transformer, a hierarchical vision transformer using shifted windows that serves as a general-purpose backbone for computer vision. It provides code and pretrained models for image classification and links to companion repos for detection, segmentation, and video tasks.
Use cases
- classify images with a pretrained vision transformer
- train a Swin Transformer backbone on ImageNet
- use Swin as a backbone for object detection on COCO
- semantic segmentation on ADE20K with Swin
- fine-tune Swin Transformer V2 models
- run masked image modeling pretraining
When to choose
- you need a strong, well-tested vision transformer backbone for classification or dense prediction
- you want official pretrained checkpoints from a widely cited paper
- you need linear-complexity attention for high-resolution images
When to avoid
- you need a lightweight model for edge or mobile deployment
- you want a plug-and-play pip package rather than research code
- you need tasks outside vision, such as NLP
Facets
library · maturity stable
machine-learning deep-learning image-processing computer-vision computer-vision deep-learning machine-learning image-processing python vision-transformer shifted-windows image-classification object-detection semantic-segmentation pretrained-models pytorch gpu linux
6 sources
- readme: https://github.com/microsoft/Swin-Transformer · fetched 2026-08-28 · f24f06e54b3d
- homepage: https://arxiv.org/abs/2103.14030 · fetched 2026-08-29 · 2c689c502ab0
- site_page: https://info.arxiv.org/about/donate.html · fetched 2026-08-29 · cca9c3a11c56
- site_page: https://info.arxiv.org/about/ourmembers.html · fetched 2026-08-29 · 47cbc55ff1de
- site_page: https://info.arxiv.org/about · fetched 2026-08-29 · a1f16f915a9a
- site_page: https://info.arxiv.org/labs/index.html · fetched 2026-08-29 · b14a8d05a0ec
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| microsoft/Swin-Transformer | main | 32 |
For agents
markdown · JSON · MCP: product_card(name="microsoft/Swin-Transformer")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem