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

Showing 5175 of 1459 papers

TitleStatusHype
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
KBNet: Kernel Basis Network for Image RestorationCode2
BaryIR: Learning Multi-Source Unified Representation in Continuous Barycenter Space for Generalizable All-in-One Image RestorationCode2
All-in-One Image Restoration for Unknown CorruptionCode2
HAIR: Hypernetworks-based All-in-One Image RestorationCode2
All-In-One Medical Image Restoration via Task-Adaptive RoutingCode2
Learning Efficient and Effective Trajectories for Differential Equation-based Image RestorationCode2
LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image RestorationCode2
HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion ModelsCode2
Learning A Sparse Transformer Network for Effective Image DerainingCode2
MWFormer: Multi-Weather Image Restoration Using Degradation-Aware TransformersCode2
CascadedGaze: Efficiency in Global Context Extraction for Image RestorationCode2
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture ModelsCode2
Efficient Frequency Domain-based Transformers for High-Quality Image DeblurringCode2
A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-ResolutionCode2
Efficient Visual State Space Model for Image DeblurringCode2
EAMamba: Efficient All-Around Vision State Space Model for Image RestorationCode2
Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image RestorationCode2
Efficient and Explicit Modelling of Image Hierarchies for Image RestorationCode2
DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided TransformerCode2
Dual-domain strip attention for image restorationCode2
GAN Inversion: A SurveyCode2
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive SurveyCode2
A Survey of Deep Face Restoration: Denoise, Super-Resolution, Deblur, Artifact RemovalCode2
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration ModelsCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OneRestoreAverage PSNR (dB)28.72Unverified
2SRUDCAverage PSNR (dB)27.64Unverified
3RestormerAverage PSNR (dB)26.99Unverified
4WGWSNetAverage PSNR (dB)26.96Unverified
5DGUNetAverage PSNR (dB)26.92Unverified
6OKNetAverage PSNR (dB)26.33Unverified
7MIRNetAverage PSNR (dB)25.97Unverified
8PromptIRAverage PSNR (dB)25.9Unverified
9MPRNetAverage PSNR (dB)25.47Unverified
10MIRNetv2Average PSNR (dB)25.37Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR22.42Unverified
2ESDNetPSNR22.12Unverified
#ModelMetricClaimedVerifiedStatus
1730L37Unverified