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 361370 of 1459 papers

TitleStatusHype
Proximal Denoiser for Convergent Plug-and-Play Optimization with Nonconvex RegularizationCode1
Unsupervised Denoising of Retinal OCT with Diffusion Probabilistic ModelCode1
RFormer: Transformer-based Generative Adversarial Network for Real Fundus Image Restoration on A New Clinical BenchmarkCode1
XYDeblur: Divide and Conquer for Single Image DeblurringCode1
Self-Supervised Deep Image Restoration via Adaptive Stochastic Gradient Langevin DynamicsCode1
Learning Self-prior for Mesh Denoising using Dual Graph Convolutional NetworksCode1
Unsupervised Low-Light Image Enhancement via Histogram Equalization PriorCode1
SAR Image Despeckling Using Continuous Attention ModuleCode1
Event-Based Fusion for Motion Deblurring with Cross-modal AttentionCode1
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather ConditionsCode1
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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