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

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Showing 301–350 of 1459 papers

TitleStatusHype
Cross Aggregation Transformer for Image RestorationCode1
Self-Supervised Image Restoration with Blurry and Noisy PairsCode1
Style-Guided Shadow RemovalCode1
The Best of Both Worlds: a Framework for Combining Degradation Prediction with High Performance Super-Resolution NetworksCode1
ReLoc: A Restoration-Assisted Framework for Robust Image Tampering LocalizationCode1
Rethinking Image Restoration for Object DetectionCode1
Structure Representation Network and Uncertainty Feedback Learning for Dense Non-Uniform Fog RemovalCode1
Accurate Image Restoration with Attention Retractable TransformerCode1
Basic Binary Convolution Unit for Binarized Image Restoration NetworkCode1
Masked Face Inpainting Through Residual Attention UNetCode1
Deep Plug-and-Play Prior for Hyperspectral Image RestorationCode1
Learning A Locally Unified 3D Point Cloud for View SynthesisCode1
Retinal Image Restoration and Vessel Segmentation using Modified Cycle-CBAM and CBAM-UNetCode1
MMV_Im2Im: An Open Source Microscopy Machine Vision Toolbox for Image-to-Image TransformationCode1
UDC-UNet: Under-Display Camera Image Restoration via U-Shape Dynamic NetworkCode1
TogetherNet: Bridging Image Restoration and Object Detection Together via Dynamic Enhancement LearningCode1
CAIR: Fast and Lightweight Multi-Scale Color Attention Network for Instagram Filter RemovalCode1
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic ModelsCode1
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-ResolutionCode1
SnowFormer: Context Interaction Transformer with Scale-awareness for Single Image DesnowingCode1
Learning Degradation Representations for Image DeblurringCode1
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image RestorationCode1
Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object DetectionCode1
Learning Prior Feature and Attention Enhanced Image InpaintingCode1
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-TransformerCode1
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
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All datasetsCDD-11UHDM.

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OneRestoreAverage PSNR (dB)28.72—Unverified
2SRUDCAverage PSNR (dB)27.64—Unverified
3RestormerAverage PSNR (dB)26.99—Unverified
4WGWSNetAverage PSNR (dB)26.96—Unverified
5DGUNetAverage PSNR (dB)26.92—Unverified
6OKNetAverage PSNR (dB)26.33—Unverified
7MIRNetAverage PSNR (dB)25.97—Unverified
8PromptIRAverage PSNR (dB)25.9—Unverified
9MPRNetAverage PSNR (dB)25.47—Unverified
10MIRNetv2Average PSNR (dB)25.37—Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR22.42—Unverified
2ESDNetPSNR22.12—Unverified
#ModelMetricClaimedVerifiedStatus
1730L37—Unverified