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 401410 of 1459 papers

TitleStatusHype
Bracketing Image Restoration and Enhancement with High-Low Frequency DecompositionCode2
CU-Mamba: Selective State Space Models with Channel Learning for Image Restoration0
AdaIR: Exploiting Underlying Similarities of Image Restoration Tasks with Adapters0
OmniSSR: Zero-shot Omnidirectional Image Super-Resolution using Stable Diffusion Model0
Referring Flexible Image RestorationCode1
Improving Bracket Image Restoration and Enhancement with Flow-guided Alignment and Enhanced Feature Aggregation0
Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language ModelsCode4
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Joint Conditional Diffusion Model for Image Restoration with Mixed Degradations0
Rethinking Transformer-Based Blind-Spot Network for Self-Supervised Image DenoisingCode2
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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