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 191200 of 1459 papers

TitleStatusHype
Blind Inverse Gamma Correction with Maximized Differential EntropyCode1
Degradation-Aware Self-Attention Based Transformer for Blind Image Super-ResolutionCode1
Enhancing Intrinsic Adversarial Robustness via Feature Pyramid DecoderCode1
Enhancing RAW-to-sRGB with Decoupled Style Structure in Fourier DomainCode1
BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-ResolutionCode1
Deformable Kernel Networks for Joint Image FilteringCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
Exploiting Raw Images for Real-Scene Super-ResolutionCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS CameraCode1
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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