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SwinIR

github.com

Free plan LinuxiOSAndroidSelf-hosted
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Spec score 7.9 #56 of 99 in Image Upscaling Software

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

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