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 851860 of 1459 papers

TitleStatusHype
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Learn from Unpaired Data for Image Restoration: A Variational Bayes ApproachCode1
Image Restoration in Non-Linear Filtering Domain using MDB approach0
Adaptive Non-linear Filtering Technique for Image Restoration0
Efficient Progressive High Dynamic Range Image Restoration via Attention and Alignment Network0
Learning Enriched Features for Fast Image Restoration and Enhancement0
NAFSSR: Stereo Image Super-Resolution Using NAFNetCode4
Towards Efficient Single Image Dehazing and Desnowing0
A comparison of different atmospheric turbulence simulation methods for image restoration0
Heavy Rain Face Image Restoration: Integrating Physical Degradation Model and Facial Component Guided Adversarial Learning0
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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