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 576600 of 1459 papers

TitleStatusHype
SAM-Deblur: Let Segment Anything Boost Image DeblurringCode1
Memory augment is All You Need for image restorationCode1
Holistic Dynamic Frequency Transformer for Image Fusion and Exposure Correction0
DiffBIR: Towards Blind Image Restoration with Generative Diffusion PriorCode4
Pixel-Aware Stable Diffusion for Realistic Image Super-resolution and Personalized StylizationCode3
MetaWeather: Few-Shot Weather-Degraded Image RestorationCode1
Hierarchical Contrastive Learning for Pattern-Generalizable Image Corruption DetectionCode1
Residual Denoising Diffusion ModelsCode2
MOFA: A Model Simplification Roadmap for Image Restoration on Mobile DevicesCode1
Synergistic Multiscale Detail Refinement via Intrinsic Supervision for Underwater Image EnhancementCode1
Blind Face Restoration for Under-Display Camera via Dictionary Guided Transformer0
WMFormer++: Nested Transformer for Visible Watermark Removal via Implict Joint Learning0
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive SurveyCode2
Learning A Coarse-to-Fine Diffusion Transformer for Image RestorationCode1
Under-Display Camera Image Restoration with Scattering EffectCode1
Nest-DGIL: Nesterov-optimized Deep Geometric Incremental Learning for CS Image ReconstructionCode0
Unfolded proximal neural networks for robust image Gaussian denoising0
All-in-one Multi-degradation Image Restoration Network via Hierarchical Degradation Representation0
Recurrent Spike-based Image Restoration under General IlluminationCode0
Strip Attention for Image RestorationCode1
Benchmarking Ultra-High-Definition Image Reflection RemovalCode0
Decomposition Ascribed Synergistic Learning for Unified Image Restoration0
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth EstimationCode2
SuperInpaint: Learning Detail-Enhanced Attentional Implicit Representation for Super-resolutional Image Inpainting0
Phenotype-preserving metric design for high-content image reconstruction by generative inpaintingCode0
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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