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 151175 of 1459 papers

TitleStatusHype
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object DetectionCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
A Regularization-Guided Equivariant Approach for Image RestorationCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Are Deep Neural Architectures Losing Information? Invertibility Is IndispensableCode1
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration NetworkCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
Deep Image Semantic Communication Model for Artificial Intelligent Internet of ThingsCode1
Deep Image PriorCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
DeFlow: Learning Complex Image Degradations from Unpaired Data with Conditional FlowsCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
Exploiting Raw Images for Real-Scene Super-ResolutionCode1
Flare-Free Vision: Empowering Uformer with Depth InsightsCode1
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image RestorationCode1
Decoupling Degradations with Recurrent Network for Video Restoration in Under-Display CameraCode1
A Preliminary Study for GPT-4o on Image RestorationCode1
Deep Atrous Guided Filter for Image Restoration in Under Display CamerasCode1
A Practical Contrastive Learning Framework for Single-Image Super-ResolutionCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Deep Blind Video Super-resolutionCode1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterCode1
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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