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
Burstormer: Burst Image Restoration and Enhancement TransformerCode1
CAIR: Fast and Lightweight Multi-Scale Color Attention Network for Instagram Filter RemovalCode1
Restore Anything Model via Efficient Degradation AdaptationCode1
Accelerating Multiframe Blind Deconvolution via Deep LearningCode1
A Regularization-Guided Equivariant Approach for Image RestorationCode1
Hierarchical Contrastive Learning for Pattern-Generalizable Image Corruption DetectionCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
Real-time 6K Image Rescaling with Rate-distortion OptimizationCode1
Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image RestorersCode1
Image Demoireing with Learnable Bandpass FiltersCode1
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned GuidanceCode1
Image Restoration by Iterative Denoising and Backward ProjectionsCode1
Focal Network for Image RestorationCode1
Dynamic Attentive Graph Learning for Image RestorationCode1
CLEARER: Multi-Scale Neural Architecture Search for Image RestorationCode1
Adaptive Blind All-in-One Image RestorationCode1
Blind Inverse Gamma Correction with Maximized Differential EntropyCode1
Dynamic Contrastive Knowledge Distillation for Efficient Image RestorationCode1
As if by magic: self-supervised training of deep despeckling networks with MERLINCode1
InstructRestore: Region-Customized Image Restoration with Human InstructionsCode1
Dual Pixel Exploration: Simultaneous Depth Estimation and Image RestorationCode1
Cross Aggregation Transformer for Image RestorationCode1
Adaptive Cross-Layer Attention for Image RestorationCode1
COLA-Net: Collaborative Attention Network for Image RestorationCode1
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object DetectionCode1
BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-ResolutionCode1
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-TransformerCode1
KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflowCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Bitstream-Corrupted JPEG Images are Restorable: Two-stage Compensation and Alignment Framework for Image RestorationCode1
Annular Computational Imaging: Capture Clear Panoramic Images through Simple LensCode1
Diffusion State-Guided Projected Gradient for Inverse ProblemsCode1
BIGPrior: Towards Decoupling Learned Prior Hallucination and Data Fidelity in Image RestorationCode1
Diffusion Priors for Variational Likelihood Estimation and Image DenoisingCode1
Learning Conditional Knowledge Distillation for Degraded-Reference Image Quality AssessmentCode1
Learning Deep Interleaved Networks with Asymmetric Co-Attention for Image RestorationCode1
Divide-and-Conquer Posterior Sampling for Denoising Diffusion PriorsCode1
Priors in Deep Image Restoration and Enhancement: A SurveyCode1
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image RestorationCode1
UniINR: Event-guided Unified Rolling Shutter Correction, Deblurring, and InterpolationCode1
Conformer and Blind Noisy Students for Improved Image Quality AssessmentCode1
Asymmetric Mask Scheme for Self-Supervised Real Image DenoisingCode1
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic ModelsCode1
ConStyle v2: A Strong Prompter for All-in-One Image RestorationCode1
Diffusion Posterior Proximal Sampling for Image RestorationCode1
Look-Up Table Compression for Efficient Image RestorationCode1
Beyond Degradation Conditions: All-in-One Image Restoration via HOG TransformersCode1
Combining Weighted Total Variation and Deep Image Prior for natural and medical image restoration via ADMMCode1
Show:102550
← PrevPage 5 of 30Next →
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