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 351360 of 1459 papers

TitleStatusHype
Unsupervised Deraining: Where Contrastive Learning Meets Self-similarityCode1
Enriched CNN-Transformer Feature Aggregation Networks for Super-ResolutionCode1
MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image InpaintingCode1
Self-Supervised Face Image Restoration with a One-Shot ReferenceCode1
Adaptive Cross-Layer Attention for Image RestorationCode1
Selective Residual M-Net for Real Image DenoisingCode1
Half Wavelet Attention on M-Net+ for Low-Light Image EnhancementCode1
Task Adaptive Network for Image Restoration With Combined Degradation FactorsCode1
Ab-initio Contrast Estimation and Denoising of Cryo-EM ImagesCode1
Zero-Reference Image Restoration for Under-Display Camera of UAVCode1
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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