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 731740 of 1459 papers

TitleStatusHype
Learning Weather-General and Weather-Specific Features for Image Restoration Under Multiple Adverse Weather Conditions0
Deep Random Projector: Accelerated Deep Image PriorCode1
Ingredient-Oriented Multi-Degradation Learning for Image RestorationCode1
All-in-One Image Restoration for Unknown Degradations Using Adaptive Discriminative Filters for Specific Degradations0
Context-Aware Pretraining for Efficient Blind Image DecompositionCode1
AccelIR: Task-Aware Image Compression for Accelerating Neural Restoration0
Vector Quantization With Self-Attention for Quality-Independent Representation Learning0
DIVA: Deep Unfolded Network from Quantum Interactive Patches for Image Restoration0
Restoring Vision in Hazy Weather with Hierarchical Contrastive Learning0
Single Cell Training on Architecture Search for Image Denoising0
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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