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 401–450 of 1459 papers

TitleStatusHype
Burst Image Restoration and EnhancementCode1
Rethinking Image Deraining via Rain Streaks and VaporsCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
Are Deep Neural Architectures Losing Information? Invertibility Is IndispensableCode1
CAIR: Fast and Lightweight Multi-Scale Color Attention Network for Instagram Filter RemovalCode1
Retinal Image Restoration and Vessel Segmentation using Modified Cycle-CBAM and CBAM-UNetCode1
HQ-50K: A Large-scale, High-quality Dataset for Image RestorationCode1
Fully Trainable and Interpretable Non-Local Sparse Models for Image RestorationCode1
Image Restoration via Multi-domain LearningCode1
RFormer: Transformer-based Generative Adversarial Network for Real Fundus Image Restoration on A New Clinical BenchmarkCode1
A Regularization-Guided Equivariant Approach for Image RestorationCode1
Rotation Equivariant Proximal Operator for Deep Unfolding Methods in Image RestorationCode1
SAM-Deblur: Let Segment Anything Boost Image DeblurringCode1
Divide-and-Conquer Posterior Sampling for Denoising Diffusion PriorsCode1
Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI ReconstructionCode1
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather ConditionsCode1
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-TransformerCode1
Generative Modeling with Optimal Transport MapsCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
Exploiting Non-Local Priors via Self-Convolution For Highly-Efficient Image RestorationCode1
GenISP: Neural ISP for Low-Light Machine CognitionCode1
Self-Supervised Cryo-Electron Tomography Volumetric Image Restoration From Single Noisy Volume With Sparsity ConstraintCode1
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object DetectionCode1
Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image RestorersCode1
Self-Supervised Image Restoration with Blurry and Noisy PairsCode1
Self-supervised Monocular Underwater Depth Recovery, Image Restoration, and a Real-sea Video DatasetCode1
Spatio-Temporal SAR-Optical Data Fusion for Cloud Removal via a Deep Hierarchical ModelCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
GroupCDL: Interpretable Denoising and Compressed Sensing MRI via Learned Group-Sparsity and Circulant AttentionCode1
Attention-Guided Low-Rank Tensor CompletionCode1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
All-in-One Image Compression and RestorationCode1
Single Underwater Image Restoration by Contrastive LearningCode1
Dual Pixel Exploration: Simultaneous Depth Estimation and Image RestorationCode1
Attention Cube Network for Image RestorationCode1
SS-BSN: Attentive Blind-Spot Network for Self-Supervised Denoising with Nonlocal Self-SimilarityCode1
Adaptive Blind All-in-One Image RestorationCode1
Stochastic Frequency Masking to Improve Super-Resolution and Denoising NetworksCode1
A Mountain-Shaped Single-Stage Network for Accurate Image RestorationCode1
Generating Aligned Pseudo-Supervision from Non-Aligned Data for Image Restoration in Under-Display CameraCode1
Style-Guided Shadow RemovalCode1
From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image RestorationCode1
FriendNet: Detection-Friendly Dehazing NetworkCode1
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
A Comparative Study of Image Restoration Networks for General Backbone Network DesignCode1
Freqformer: Image-Demoiréing Transformer via Efficient Frequency DecompositionCode1
Flare-Free Vision: Empowering Uformer with Depth InsightsCode1
A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image RestorationCode1
The 2018 PIRM Challenge on Perceptual Image Super-resolutionCode1
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