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 1151–1200 of 1459 papers

TitleStatusHype
Stochastic Frequency Masking to Improve Super-Resolution and Denoising NetworksCode1
Learning Enriched Features for Real Image Restoration and EnhancementCode1
BP-DIP: A Backprojection based Deep Image Prior—0
Image Restoration for Under-Display Camera—0
Deep Blind Video Super-resolutionCode1
Blind Image Restoration without Prior Knowledge—0
PSF--NET: A Non-parametric Point Spread Function Model for Ground Based Optical Telescopes—0
Motion Deblurring using Spatiotemporal Phase Aperture Coding—0
Replacing Mobile Camera ISP with a Single Deep Learning ModelCode1
H-OWAN: Multi-distorted Image Restoration with Tensor 1x1 Convolution—0
Lossless Compression of Mosaic Images with Convolutional Neural Network Prediction—0
Text Extraction and Restoration of Old Handwritten Documents—0
Reducing the Representation Error of GAN Image Priors Using the Deep Decoder—0
Total Deep Variation for Linear Inverse ProblemsCode1
Neural Architecture Search for Deep Image PriorCode0
Scale-wise Convolution for Image RestorationCode1
Image Restoration using Plug-and-Play CNN MAP DenoisersCode0
PixelRL: Fully Convolutional Network with Reinforcement Learning for Image ProcessingCode0
Interactive Multi-Dimension Modulation with Dynamic Controllable Residual Learning for Image RestorationCode0
DCIL: Deep Contextual Internal Learning for Image Restoration and Image Retargeting—0
Fully Trainable and Interpretable Non-Local Sparse Models for Image RestorationCode1
Multiframe-based Adaptive Despeckling Algorithm for Ultrasound B-mode Imaging with Superior Edge and Texture—0
Training Image Estimators without Image Ground TruthCode0
Microscopy Image Restoration with Deep Wiener-Kolmogorov filtersCode0
HighEr-Resolution Network for Image Demosaicing and EnhancingCode0
Scientific Image Restoration AnywhereCode1
0-1 phase transitions in sparse spiked matrix estimation—0
Reversible Adversarial Attack based on Reversible Image Transformation—0
Cross-Scale Residual Network for Multiple Tasks:Image Super-resolution, Denoising, and Deblocking—0
Cooperative Semantic Segmentation and Image Restoration in Adverse Environmental Conditions—0
On the Proof of Fixed-Point Convergence for Plug-and-Play ADMM—0
Multi-defect microscopy image restoration under limited data conditions—0
SUPER Learning: A Supervised-Unsupervised Framework for Low-Dose CT Image Reconstruction—0
Block based refitting in _12 sparse regularisation—0
Image Restoration Using Deep Regulated Convolutional NetworksCode0
Deformable Kernel Networks for Joint Image FilteringCode1
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
Self-Guided Network for Fast Image DenoisingCode0
Fast Image Restoration With Multi-Bin Trainable Linear UnitsCode0
Progressive Reconstruction of Visual Structure for Image InpaintingCode0
ERL-Net: Entangled Representation Learning for Single Image De-Raining—0
Multi-scale Dynamic Feature Encoding Network for Image DemoireingCode0
Removing the Representation Error of GAN Image Priors Using the Deep Decoder—0
Analysis and Interpretation of Deep CNN Representations as Perceptual Quality Features—0
Manifold Modeling in Embedded Space: A Perspective for Interpreting "Deep Image Prior"—0
DRCAS: Deep Restoration Network for Hardware Based Compressive Acquisition Scheme—0
Memory-Efficient Hierarchical Neural Architecture Search for Image DenoisingCode1
MobiSR: Efficient On-Device Super-Resolution through Heterogeneous Mobile Processors—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