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 701–725 of 1459 papers

TitleStatusHype
Depth Estimation and Image Restoration by Deep Learning from Defocused Images—0
Restoration based Generative ModelsCode0
Image Reconstruction via Deep Image Prior SubspacesCode0
Simulating analogue film damage to analyse and improve artefact restoration on high-resolution scansCode1
Mixed Hierarchy Network for Image RestorationCode1
Robust Unsupervised StyleGAN Image RestorationCode1
I^2SB: Image-to-Image Schrödinger BridgeCode2
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
Energy-Inspired Self-Supervised Pretraining for Vision Models—0
A relaxed proximal gradient descent algorithm for convergent plug-and-play with proximal denoiserCode0
Hierarchical Disentangled Representation for Invertible Image Denoising and Beyond—0
Towards Vision Transformer Unrolling Fixed-Point Algorithm: a Case Study on Image Restoration—0
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
Improving Cross-modal Alignment for Text-Guided Image Inpainting—0
Face Generation from Textual Features using Conditionally Trained Inputs to Generative Adversarial Networks—0
Recent progress in image denoising: A training strategy perspective—0
DarkVision: A Benchmark for Low-light Image/Video Perception—0
LVRNet: Lightweight Image Restoration for Aerial Images under Low VisibilityCode1
Variational Degeneration to Structural Refinement: A Unified Framework for Superimposed Image Decomposition—0
Building Bridge Across the Time: Disruption and Restoration of Murals In the Wild—0
Rethinking Video Frame Interpolation from Shutter Mode Induced Degradation—0
Self-supervised Monocular Underwater Depth Recovery, Image Restoration, and a Real-sea Video DatasetCode1
Multi-weather Image Restoration via Domain Translation—0
FSI: Frequency and Spatial Interactive Learning for Image Restoration in Under-Display Cameras—0
Focal Network for Image RestorationCode1
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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