SOTAVerified

Image Restoration

Image Restoration is a family of inverse problems for obtaining a high quality image from a corrupted input image. Corruption may occur due to the image-capture process (e.g., noise, lens blur), post-processing (e.g., JPEG compression), or photography in non-ideal conditions (e.g., haze, motion blur).

Source: Blind Image Restoration without Prior Knowledge

Papers

Showing 771780 of 1459 papers

TitleStatusHype
Accurate Image Restoration with Attention Retractable TransformerCode1
Dual-former: Hybrid Self-attention Transformer for Efficient Image Restoration0
Basic Binary Convolution Unit for Binarized Image Restoration NetworkCode1
R2C-GAN: Restore-to-Classify Generative Adversarial Networks for Blind X-Ray Restoration and COVID-19 ClassificationCode0
Modular Degradation Simulation and Restoration for Under-Display CameraCode0
Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and RestorationCode2
A Validation Approach to Over-parameterized Matrix and Image Recovery0
Near-Field SAR Image Restoration Based On Two Dimensional Spatial-Variant Deconvolution0
Masked Face Inpainting Through Residual Attention UNetCode1
Deep Plug-and-Play Prior for Hyperspectral Image RestorationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OneRestoreAverage PSNR (dB)28.72Unverified
2SRUDCAverage PSNR (dB)27.64Unverified
3RestormerAverage PSNR (dB)26.99Unverified
4WGWSNetAverage PSNR (dB)26.96Unverified
5DGUNetAverage PSNR (dB)26.92Unverified
6OKNetAverage PSNR (dB)26.33Unverified
7MIRNetAverage PSNR (dB)25.97Unverified
8PromptIRAverage PSNR (dB)25.9Unverified
9MPRNetAverage PSNR (dB)25.47Unverified
10MIRNetv2Average PSNR (dB)25.37Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR22.42Unverified
2ESDNetPSNR22.12Unverified
#ModelMetricClaimedVerifiedStatus
1730L37Unverified