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 411420 of 1459 papers

TitleStatusHype
FriendNet: Detection-Friendly Dehazing NetworkCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Retinal Image Restoration and Vessel Segmentation using Modified Cycle-CBAM and CBAM-UNetCode1
Divide-and-Conquer Posterior Sampling for Denoising Diffusion PriorsCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-TransformerCode1
A Comparative Study of Image Restoration Networks for General Backbone Network DesignCode1
Enriched CNN-Transformer Feature Aggregation Networks for Super-ResolutionCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
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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