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The SwinIR model is an image restoration model that uses a Swin Transformer, which is a type of deep learning architecture, to improve the quality of degraded images. It takes a low-quality input image and produces a high-quality output image by applying various restoration techniques. The model has been trained on a large dataset of paired low-quality and high-quality images, allowing it to learn how to infer the missing or distorted details in the input image. The SwinIR model has achieved state-of-the-art performance on various image restoration tasks, such as image denoising, super-resolution, and image deblurring.

Use cases

The SwinIR model has a wide range of use cases in image restoration. It can be used to enhance the quality of low-resolution images, making them more usable and visually appealing. This can be particularly useful in fields such as surveillance, where low-quality images may need to be enhanced for identification purposes. The model can also be used to remove noise from images, improving the clarity and details of the content. This can be valuable in industries such as photography or medical imaging, where clear, accurate images are crucial. Additionally, the SwinIR model can be used for image deblurring, helping to recover the details that have been lost due to motion blur. This can be beneficial in applications such as video editing or forensics, where clear, sharp images are necessary. Overall, the SwinIR model has the potential to be integrated into various products and services, such as image editing software, image enhancement apps, or even embedded into cameras or imaging devices to provide real-time image restoration and enhancement capabilities.



Cost per run
Avg run time
Nvidia A100 (40GB) GPU

Creator Models

Hcflow Sr$0.01375181,295

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Currently, there are no demos available for this model.


Summary of this model and related resources.

Model NameSwinir
Image Restoration Using Swin Transformer
Model LinkView on Replicate
API SpecView on Replicate
Github LinkView on Github
Paper LinkView on Arxiv


How popular is this model, by number of runs? How popular is the creator, by the sum of all their runs?

Model Rank
Creator Rank


How much does it cost to run this model? How long, on average, does it take to complete a run?

Cost per Run$0.0276
Prediction HardwareNvidia A100 (40GB) GPU
Average Completion Time12 seconds