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
MFDNet: Multi-Frequency Deflare Network for Efficient Nighttime Flare RemovalCode1
Denoising as Adaptation: Noise-Space Domain Adaptation for Image RestorationCode2
Revitalizing Convolutional Network for Image RestorationCode2
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-ResolutionCode1
Ultra-High-Definition Image Restoration: New Benchmarks and A Dual Interaction Prior-Driven SolutionCode1
Diffusion Model-based FOD Restoration from High Distortion in dMRI0
Restorer: Removing Multi-Degradation with All-Axis Attention and Prompt GuidanceCode0
Diffusion-Based Adaptation for Classification of Unknown Degraded ImagesCode0
DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided TransformerCode2
LayeredDoc: Domain Adaptive Document Restoration with a Layer Separation ApproachCode1
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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