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 521530 of 1459 papers

TitleStatusHype
Multimodal Prompt Perceiver: Empower Adaptiveness, Generalizability and Fidelity for All-in-One Image Restoration0
Multi-task Image Restoration Guided By Robust DINO Features0
T3D: Advancing 3D Medical Vision-Language Pre-training by Learning Multi-View Visual Consistency0
Test-Time Degradation Adaptation for Open-Set Image RestorationCode0
Motion-Guided Latent Diffusion for Temporally Consistent Real-world Video Super-resolutionCode1
A Novel Variational Approach for Multiphoton Microscopy Image Restoration: from PSF Estimation to 3D Deconvolution0
Variational Bayes image restoration with compressive autoencodersCode1
Improving Feature Stability during Upsampling -- Spectral Artifacts and the Importance of Spatial Context0
Full-resolution MLPs Empower Medical Dense PredictionCode0
Decomposer: Semi-supervised Learning of Image Restoration and Image Decomposition0
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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