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 13011310 of 1459 papers

TitleStatusHype
Multi-Scale Representation Learning for Image Restoration with State-Space Model0
Multi-Scale Target-Aware Representation Learning for Fundus Image Enhancement0
Multi-Scale Weighted Nuclear Norm Image Restoration0
Multi-Shot Imaging: Joint Alignment, Deblurring and Resolution-Enhancement0
Multispectral Image Restoration by Generalized Opponent Transformation Total Variation0
Multi-Step Guided Diffusion for Image Restoration on Edge Devices: Toward Lightweight Perception in Embodied AI0
Multitask Identity-Aware Image Steganography via Minimax Optimization0
Multi-task Image Restoration Guided By Robust DINO Features0
Multi-weather Image Restoration via Domain Translation0
Multi-Weather Image Restoration via Histogram-Based Transformer Feature Enhancement0
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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