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 381390 of 1459 papers

TitleStatusHype
OAPT: Offset-Aware Partition Transformer for Double JPEG Artifacts RemovalCode1
Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer AggregationCode1
Inversion by Direct Iteration: An Alternative to Denoising Diffusion for Image RestorationCode1
Rethinking and Defending Protective Perturbation in Personalized Diffusion ModelsCode1
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-TransformerCode1
Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image RestorationCode1
IRNeXt: Rethinking Convolutional Network Design for Image RestorationCode1
ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image PriorCode1
Joint Demosaicing and Denoising With Self GuidanceCode1
Divide-and-Conquer Posterior Sampling for Denoising Diffusion PriorsCode1
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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