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 326350 of 1459 papers

TitleStatusHype
A Survey on Leveraging Pre-trained Generative Adversarial Networks for Image Editing and RestorationCode1
Single Frame Atmospheric Turbulence Mitigation: A Benchmark Study and A New Physics-Inspired Transformer ModelCode1
Deep Semantic Statistics Matching (D2SM) Denoising NetworkCode1
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image RestorationCode1
Variational Deep Image RestorationCode1
Self-supervised deep image restoration via adaptive stochastic gradient Langevin dynamicsCode1
Masked Frequency Modeling for Self-Supervised Visual Pre-TrainingCode1
Hypernetwork-Based Adaptive Image RestorationCode1
Annular Computational Imaging: Capture Clear Panoramic Images through Simple LensCode1
Toward Real-world Single Image Deraining: A New Benchmark and BeyondCode1
Real-World Image Super-Resolution by Exclusionary Dual-LearningCode1
Priors in Deep Image Restoration and Enhancement: A SurveyCode1
Compound Multi-branch Feature Fusion for Real Image RestorationCode1
A theoretical framework for self-supervised MR image reconstruction using sub-sampling via variable density Noisier2NoiseCode1
MM-RealSR: Metric Learning based Interactive Modulation for Real-World Super-ResolutionCode1
Semi-Cycled Generative Adversarial Networks for Real-World Face Super-ResolutionCode1
GenISP: Neural ISP for Low-Light Machine CognitionCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
Conformer and Blind Noisy Students for Improved Image Quality AssessmentCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Learn from Unpaired Data for Image Restoration: A Variational Bayes ApproachCode1
Learning to Deblur using Light Field Generated and Real Defocus ImagesCode1
Bayesian Image Super-Resolution with Deep Modeling of Image StatisticsCode1
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
Show:102550
← PrevPage 14 of 59Next →

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