SwinIR
github.com
Spec sheet
- Purpose
- SwinIR is an image restoration model based on the Swin Transformer.Read 12 Oct 2026 · github.com
- Free plan
- YesRead 20 Sep 2026 · github.com
- License
- The project is released under Apache 2.0 and asks users to follow the licenses of Swin Transformer and KAIR as well.Read 12 Oct 2026 · github.com
- Founded
- 2021Read 28 Sep 2026 · github.com
- Batch processing
- YesRead 20 Sep 2026 · github.com
- Compute needs
- The README notes that real-world super-resolution testing may require tiling when memory runs out.Read 12 Oct 2026 · github.com
- Denoising
- It supports grayscale and color image denoising.Read 12 Oct 2026 · github.com
- Intended use
- The project focuses on low-level vision tasks that restore high-quality images from downscaled, noisy, or compressed images.Read 12 Oct 2026 · github.com
- JPEG repair
- It includes grayscale and color JPEG compression artifact reduction.Read 12 Oct 2026 · github.com
- Maximum scale
- 8xRead 20 Sep 2026 · github.com
- Mobile demo
- A PlayTorch demo showcases running the real-world super-resolution model in a React Native mobile application.Read 12 Oct 2026 · github.com
- Model design
- Its architecture combines shallow feature extraction, residual Swin Transformer blocks for deep feature extraction, and high-quality image reconstruction.Read 12 Oct 2026 · github.com
- Model sizes
- The repository provides middle, large, and small model variants for different tasks.Read 12 Oct 2026 · github.com
- Pretrained models
- Testing commands download pretrained models automatically into the model_zoo/swinir directory.Read 12 Oct 2026 · github.com
- Super-resolution
- It supports classical, lightweight, and real-world image super-resolution.Read 12 Oct 2026 · github.com
- Training
- The repository directs users to KAIR for training code.Read 12 Oct 2026 · github.com
- Upscaling method
- aiRead 20 Sep 2026 · github.com
- Web demo
- The project links to a Gradio web demo and an online Colab demo for real-world image super-resolution.Read 12 Oct 2026 · github.com
Plans and prices
SwinIR Free Apache 2.0 licensed image restoration implementation · pretrained models and testing code Read 12 Oct 2026 · github.com
Where Specifiction places it
- Image Upscaling Software#56 of 997.9