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 291300 of 1459 papers

TitleStatusHype
Efficient Image Restoration through Low-Rank Adaptation and Stable Diffusion XL0
GameIR: A Large-Scale Synthesized Ground-Truth Dataset for Image Restoration over Gaming Content0
Enhanced Control for Diffusion Bridge in Image RestorationCode0
Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image RestorationCode2
A Preliminary Exploration Towards General Image Restoration0
CODE: Confident Ordinary Differential EditingCode0
OAPT: Offset-Aware Partition Transformer for Double JPEG Artifacts RemovalCode1
Taming Generative Diffusion Prior for Universal Blind Image Restoration0
Harnessing Multi-resolution and Multi-scale Attention for Underwater Image RestorationCode0
Multi-Scale Representation Learning for Image Restoration with State-Space Model0
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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