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 201–250 of 1459 papers

TitleStatusHype
EchoIR: Advancing Image Restoration with Echo Upsampling and Bi-Level Optimization—0
InstantRestore: Single-Step Personalized Face Restoration with Shared-Image Attention—0
Enhancing Sample Generation of Diffusion Models using Noise Level Correction—0
Equivariant Denoisers for Image Restoration—0
ReF-LDM: A Latent Diffusion Model for Reference-based Face Image Restoration—0
Generalized Recorrupted-to-Recorrupted: Self-Supervised Learning Beyond Gaussian NoiseCode4
Aberration Correcting Vision Transformers for High-Fidelity Metalens Imaging—0
Blind Underwater Image Restoration using Co-Operational Regressor Networks—0
Deep priors for satellite image restoration with accurate uncertainties—0
Exploring Real&Synthetic Dataset and Linear Attention in Image Restoration—0
LL-ICM: Image Compression for Low-level Machine Vision via Large Vision-Language Model—0
Semantic Segmentation Prior for Diffusion-Based Real-World Super-Resolution—0
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image RestorationCode3
Phaseformer: Phase-based Attention Mechanism for Underwater Image Restoration and BeyondCode1
Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration—0
Blind Inverse Problem Solving Made Easy by Text-to-Image Latent Diffusion—0
Complexity Experts are Task-Discriminative Learners for Any Image Restoration—0
Adaptive Blind All-in-One Image RestorationCode1
TSD-SR: One-Step Diffusion with Target Score Distillation for Real-World Image Super-ResolutionCode3
Hierarchical Information Flow for Generalized Efficient Image Restoration—0
Low-rank Adaptation-based All-Weather Removal for Autonomous Navigation—0
Puzzle Similarity: A Perceptually-guided Cross-Reference Metric for Artifact Detection in 3D Scene Reconstructions—0
GenDeg: Diffusion-Based Degradation Synthesis for Generalizable All-in-One Image Restoration—0
MWFormer: Multi-Weather Image Restoration Using Degradation-Aware TransformersCode2
U2NeRF: Unsupervised Underwater Image Restoration and Neural Radiance Fields—0
Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding—0
PromptHSI: Universal Hyperspectral Image Restoration with Vision-Language Modulated Frequency AdaptationCode1
LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration—0
Gradient-Guided Parameter Mask for Multi-Scenario Image Restoration Under Adverse WeatherCode0
MambaIRv2: Attentive State Space RestorationCode5
Frequency-Guided Posterior Sampling for Diffusion-Based Image Restoration—0
Analysis and Synthesis Denoisers for Forward-Backward Plug-and-Play Algorithms—0
Frequency-Aware Guidance for Blind Image Restoration via Diffusion Models—0
Versatile Cataract Fundus Image Restoration Model Utilizing Unpaired Cataract and High-quality Images—0
TSFormer: A Robust Framework for Efficient UHD Image Restoration—0
AllRestorer: All-in-One Transformer for Image Restoration under Composite Degradations—0
Probabilistic Prior Driven Attention Mechanism Based on Diffusion Model for Imaging Through Atmospheric Turbulence—0
All-in-one Weather-degraded Image Restoration via Adaptive Degradation-aware Self-prompting Model—0
Joint multi-dimensional dynamic attention and transformer for general image restorationCode1
Multi-scale Frequency Enhancement Network for Blind Image Deblurring—0
Dropout the High-rate Downsampling: A Novel Design Paradigm for UHD Image Restoration—0
A Modular Conditional Diffusion Framework for Image Reconstruction—0
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image RestorationCode3
Aquatic-GS: A Hybrid 3D Representation for Underwater Scenes—0
Chasing Better Deep Image Priors between Over- and Under-parameterizationCode0
MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image ReconstructionCode0
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture ModelsCode2
High-Fidelity Document Stain Removal via A Large-Scale Real-World Dataset and A Memory-Augmented TransformerCode1
DreamClear: High-Capacity Real-World Image Restoration with Privacy-Safe Dataset CurationCode5
Diffusion Priors for Variational Likelihood Estimation and Image DenoisingCode1
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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