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 125 of 1459 papers

TitleStatusHype
MambaIRv2: Attentive State Space RestorationCode5
GLEAN: Generative Latent Bank for Image Super-Resolution and BeyondCode5
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral ReconstructionCode5
MambaIR: A Simple Baseline for Image Restoration with State-Space ModelCode5
DreamClear: High-Capacity Real-World Image Restoration with Privacy-Safe Dataset CurationCode5
Efficient Diffusion Model for Image Restoration by Residual ShiftingCode5
Generalized Recorrupted-to-Recorrupted: Self-Supervised Learning Beyond Gaussian NoiseCode4
Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language ModelsCode4
InstructIR: High-Quality Image Restoration Following Human InstructionsCode4
DocRes: A Generalist Model Toward Unifying Document Image Restoration TasksCode4
NAFSSR: Stereo Image Super-Resolution Using NAFNetCode4
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image RestorationCode4
DiffBIR: Towards Blind Image Restoration with Generative Diffusion PriorCode4
One-Step Effective Diffusion Network for Real-World Image Super-ResolutionCode4
Simple Baselines for Image RestorationCode4
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelCode4
A Survey on Visual MambaCode4
MAXIM: Multi-Axis MLP for Image ProcessingCode3
Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image ReconstructionCode3
HAT: Hybrid Attention Transformer for Image RestorationCode3
Instruct-IPT: All-in-One Image Processing Transformer via Weight ModulationCode3
AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and ModulationCode3
Bringing Old Photos Back to LifeCode3
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image RestorationCode3
DarkIR: Robust Low-Light Image RestorationCode3
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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