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Image Denoising

MambaIR: High-Quality Image Restoration with Efficient State-Space Models

MambaIR: High-Quality Image Restoration with Efficient State-Space Models 966

Image restoration—recovering clean, high-resolution images from degraded inputs—is a foundational task in computer vision with applications ranging from smartphone photography…

01/13/2026Image Denoising, Image Restoration, Super-resolution
SwinIR: State-of-the-Art Image Restoration with Fewer Parameters and Higher Quality

SwinIR: State-of-the-Art Image Restoration with Fewer Parameters and Higher Quality 5230

Image quality degradation—whether from compression, noise, or low resolution—is a persistent challenge across industries ranging from medical imaging to consumer…

12/18/2025Compression Artifact Reduction, Image Denoising, Image Super-resolution
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