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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1201–1250 of 1459 papers

TitleStatusHype
To Recurse or not to Recurse,a Low Dose CT Study—0
Deep Convolutional Neural Network for Multi-modal Image Restoration and Fusion—0
ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence—0
Progressive Reconstruction of Visual Structure for Image InpaintingCode0
ERL-Net: Entangled Representation Learning for Single Image De-Raining—0
Self-Guided Network for Fast Image DenoisingCode0
Fast Image Restoration With Multi-Bin Trainable Linear UnitsCode0
Multi-scale Dynamic Feature Encoding Network for Image DemoireingCode0
Manifold Modeling in Embedded Space: A Perspective for Interpreting "Deep Image Prior"—0
Analysis and Interpretation of Deep CNN Representations as Perceptual Quality Features—0
Removing the Representation Error of GAN Image Priors Using the Deep Decoder—0
DRCAS: Deep Restoration Network for Hardware Based Compressive Acquisition Scheme—0
MobiSR: Efficient On-Device Super-Resolution through Heterogeneous Mobile Processors—0
Boosted GAN with Semantically Interpretable Information for Image Inpainting—0
Manifold Modeling in Embedded Space: A Perspective for Interpreting Deep Image PriorCode0
Space-adaptive anisotropic bivariate Laplacian regularization for image restoration—0
Probabilistic Residual Learning for Aleatoric Uncertainty in Image RestorationCode0
Generative Image Inpainting with Submanifold Alignment—0
A Constrained Convex Optimization Approach to Hyperspectral Image Restoration with Hybrid Spatio-Spectral Regularization—0
Solar Image Restoration with the Cycle-GAN Based on Multi-Fractal Properties of Texture Features—0
Report on UG^2+ Challenge Track 1: Assessing Algorithms to Improve Video Object Detection and Classification from Unconstrained Mobility Platforms—0
An Optimal Control Approach to Early Stopping Variational Methods for Image Restoration—0
From Group Sparse Coding to Rank Minimization: A Novel Denoising Model for Low-level Image Restoration—0
Restoring Images with Unknown Degradation Factors by Recurrent Use of a Multi-branch NetworkCode0
An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater ImagingCode0
Multi-level Wavelet Convolutional Neural NetworksCode0
Brno Mobile OCR DatasetCode0
Self-supervised Hyperspectral Image Restoration using Separable Image Prior—0
A Review on Deep Learning in Medical Image Reconstruction—0
Space-variant TV regularization for image restoration—0
Enhancement of Underwater Images with Statistical Model of Background Light and Optimization of Transmission Map—0
Training Image Estimators without Image Ground-TruthCode0
Degrees of Freedom Analysis of Unrolled Neural Networks—0
Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial LearningCode0
PMS-Net: Robust Haze Removal Based on Patch Map for Single ImagesCode0
Segmentation-Aware Image Denoising without Knowing True SegmentationCode0
Rethinking Atmospheric Turbulence Mitigation—0
Maximum a Posteriori on a Submanifold: a General Image Restoration Method with GAN—0
Multi-level Encoder-Decoder Architectures for Image Restoration—0
Understanding Opportunities for Efficiency in Single-image Super Resolution Networks—0
Task-GAN for Improved GAN based Image Restoration—0
An approach to image denoising using manifold approximation without clean images—0
Path-Restore: Learning Network Path Selection for Image RestorationCode0
Automatic Temporally Coherent Video ColorizationCode0
Deep Likelihood Network for Image Restoration with Multiple Degradation Levels—0
Modulating Image Restoration with Continual Levels via Adaptive Feature Modification LayersCode0
Super Resolution Convolutional Neural Network Models for Enhancing Resolution of Rock Micro-CT Images—0
Cryo-Electron Microscopy Image Analysis Using Multi-Frequency Vector Diffusion Maps—0
A deep learning framework for quality assessment and restoration in video endoscopy—0
Lunar surface image restoration using U-net based deep neural networks—0
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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