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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 581–590 of 1459 papers

TitleStatusHype
All in One Bad Weather Removal Using Architectural Search—0
Image Desaturation for SDO/AIA Using Deep Learning—0
Dream-IF: Dynamic Relative EnhAnceMent for Image Fusion—0
Algorithm-Induced Prior for Image Restoration—0
DPMambaIR:All-in-One Image Restoration via Degradation-Aware Prompt State Space Model—0
Double-Diffusion: Diffusion Conditioned Diffusion Probabilistic Model For Air Quality Prediction—0
CDI: Blind Image Restoration Fidelity Evaluation based on Consistency with Degraded Image—0
DRCAS: Deep Restoration Network for Hardware Based Compressive Acquisition Scheme—0
Cat-AIR: Content and Task-Aware All-in-One Image Restoration—0
DN-ResNet: Efficient Deep Residual Network for Image Denoising—0
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All datasetsCDD-11UHDM.

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OneRestoreAverage PSNR (dB)28.72—Unverified
2SRUDCAverage PSNR (dB)27.64—Unverified
3RestormerAverage PSNR (dB)26.99—Unverified
4WGWSNetAverage PSNR (dB)26.96—Unverified
5DGUNetAverage PSNR (dB)26.92—Unverified
6OKNetAverage PSNR (dB)26.33—Unverified
7MIRNetAverage PSNR (dB)25.97—Unverified
8PromptIRAverage PSNR (dB)25.9—Unverified
9MPRNetAverage PSNR (dB)25.47—Unverified
10MIRNetv2Average PSNR (dB)25.37—Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR22.42—Unverified
2ESDNetPSNR22.12—Unverified
#ModelMetricClaimedVerifiedStatus
1730L37—Unverified