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 331340 of 1459 papers

TitleStatusHype
Exploring Richer and More Accurate Information via Frequency Selection for Image RestorationCode0
Region Attention Transformer for Medical Image RestorationCode1
Single-Image Shadow Removal Using Deep Learning: A Comprehensive SurveyCode3
Haar Nuclear Norms with Applications to Remote Sensing Imagery Restoration0
Asymmetric Mask Scheme for Self-Supervised Real Image DenoisingCode1
Multi-scale Conditional Generative Modeling for Microscopic Image Restoration0
Robust Skin Color Driven Privacy Preserving Face Recognition via Function Secret Sharing0
OneRestore: A Universal Restoration Framework for Composite DegradationCode3
MRIR: Integrating Multimodal Insights for Diffusion-based Realistic Image Restoration0
Diff-Restorer: Unleashing Visual Prompts for Diffusion-based Universal Image Restoration0
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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