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 251260 of 1459 papers

TitleStatusHype
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object DetectionCode1
Continuous Representation Methods, Theories, and Applications: An Overview and PerspectivesCode1
Beyond Degradation Conditions: All-in-One Image Restoration via HOG TransformersCode1
Atlantis: Enabling Underwater Depth Estimation with Stable DiffusionCode1
Combining Weighted Total Variation and Deep Image Prior for natural and medical image restoration via ADMMCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Dynamic Attentive Graph Learning for Image RestorationCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
Diffusion State-Guided Projected Gradient for Inverse ProblemsCode1
Diffusion Priors for Variational Likelihood Estimation and Image DenoisingCode1
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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