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 11611170 of 1459 papers

TitleStatusHype
STAIC regularization for spatio-temporal image reconstruction0
Star-Net: Improving Single Image Desnowing Model With More Efficient Connection and Diverse Feature Interaction0
Statistical Analysis of Loopy Belief Propagation in Random Fields0
Stereo Image Rain Removal via Dual-View Mutual Attention0
Structural Prior Guided Generative Adversarial Transformers for Low-Light Image Enhancement0
Layer Decomposition Learning Based on Gaussian Convolution Model and Residual Deblurring for Inverse Halftoning0
Structured and Localized Image Restoration0
Structure-Preserving Image Super-resolution via Contextualized Multi-task Learning0
SuperInpaint: Learning Detail-Enhanced Attentional Implicit Representation for Super-resolutional Image Inpainting0
SUPER Learning: A Supervised-Unsupervised Framework for Low-Dose CT Image Reconstruction0
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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