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 681–690 of 1459 papers

TitleStatusHype
Blind Image Restoration with Flow Based Priors—0
Adversarial Purification and Fine-tuning for Robust UDC Image Restoration—0
Latent Graph Attention for Enhanced Spatial Context—0
Image Restoration using Total Variation with Overlapping Group Sparsity—0
Image restoration using sparse approximations of spatially varying blur operators in the wavelet domain—0
Image Restoration using Total Variation Regularized Deep Image Prior—0
KNN Local Attention for Image Restoration—0
Image Restoration Using Joint Statistical Modeling in Space-Transform Domain—0
An Ordinary Differential Equation Sampler with Stochastic Start for Diffusion Bridge Models—0
Image Restoration using Feature-guidance—0
Show:102550
← PrevPage 69 of 146Next →
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