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 376400 of 1459 papers

TitleStatusHype
Cross Aggregation Transformer for Image RestorationCode1
PD-GAN: Probabilistic Diverse GAN for Image InpaintingCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image RestorationCode1
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image RestorationCode1
GenISP: Neural ISP for Low-Light Machine CognitionCode1
Flare-Free Vision: Empowering Uformer with Depth InsightsCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
Focal Network for Image RestorationCode1
Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object DetectionCode1
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
PromptCIR: Blind Compressed Image Restoration with Prompt LearningCode1
PromptHSI: Universal Hyperspectral Image Restoration with Vision-Language Modulated Frequency AdaptationCode1
Exploring the potential of channel interactions for image restorationCode1
Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather RemovalCode1
Forward-only Diffusion Probabilistic ModelsCode1
Reciprocal Attention Mixing Transformer for Lightweight Image RestorationCode1
Attention-Guided Low-Rank Tensor CompletionCode1
Real-World Image Super-Resolution by Exclusionary Dual-LearningCode1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
Diffusion Posterior Proximal Sampling for Image RestorationCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
Diffusion Priors for Variational Likelihood Estimation and Image DenoisingCode1
Attention Cube Network for Image RestorationCode1
A Mountain-Shaped Single-Stage Network for Accurate Image RestorationCode1
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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