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 531540 of 1459 papers

TitleStatusHype
Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image RestorationCode1
Joint Deep Image Restoration and Unsupervised Quality Assessment0
FLAIR: A Conditional Diffusion Framework with Applications to Face Video RestorationCode0
Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual NoiseCode1
Clarity ChatGPT: An Interactive and Adaptive Processing System for Image Restoration and Enhancement0
Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion ModelCode1
Deep Equilibrium Diffusion Restoration with Parallel SamplingCode1
The Perception-Robustness Tradeoff in Deterministic Image Restoration0
Dynamic Association Learning of Self-Attention and Convolution in Image Restoration0
LuminanceL1Loss: A loss function which measures percieved brightness and colour differences0
Show:102550
← PrevPage 54 of 146Next →

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