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 861870 of 1459 papers

TitleStatusHype
Soft-IntroVAE for Continuous Latent space Image Super-Resolution0
Multiscale Coarse-to-Fine Guided Screenshot DemoiréingCode0
DRM-IR: Task-Adaptive Deep Unfolding Network for All-In-One Image Restoration0
Latent Graph Attention for Enhanced Spatial Context0
Dequantization and Color Transfer with Diffusion ModelsCode0
Learning Degradation-Independent Representations for Camera ISP Pipelines0
FarSight: A Physics-Driven Whole-Body Biometric System at Large Distance and Altitude0
Cutting-Edge Techniques for Depth Map Super-Resolution0
Restoration of the JPEG Maximum Lossy Compressed Face Images with Hourglass Block based on Early Stopping Discriminator0
Exploring the Application of Large-scale Pre-trained Models on Adverse Weather Removal0
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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