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 101125 of 1459 papers

TitleStatusHype
PnP-Flow: Plug-and-Play Image Restoration with Flow MatchingCode2
EAMamba: Efficient All-Around Vision State Space Model for Image RestorationCode2
DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided TransformerCode2
Residual Denoising Diffusion ModelsCode2
BaryIR: Learning Multi-Source Unified Representation in Continuous Barycenter Space for Generalizable All-in-One Image RestorationCode2
Restore-RWKV: Efficient and Effective Medical Image Restoration with RWKVCode2
Dual-domain strip attention for image restorationCode2
Improving Image Restoration by Revisiting Global Information AggregationCode2
Efficient and Explicit Modelling of Image Hierarchies for Image RestorationCode2
Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion ModelCode2
SUNet: Swin Transformer UNet for Image DenoisingCode2
SVAD: From Single Image to 3D Avatar via Synthetic Data Generation with Video Diffusion and Data AugmentationCode2
All-In-One Medical Image Restoration via Task-Adaptive RoutingCode2
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse ProblemsCode2
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive SurveyCode2
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration ModelsCode2
Towards Efficient and Scale-Robust Ultra-High-Definition Image DemoireingCode2
Benchmarking Laparoscopic Surgical Image Restoration and BeyondCode2
DiffIR: Efficient Diffusion Model for Image RestorationCode2
HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion ModelsCode2
Always Clear Days: Degradation Type and Severity Aware All-In-One Adverse Weather RemovalCode1
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS CameraCode1
Degradation-Aware Self-Attention Based Transformer for Blind Image Super-ResolutionCode1
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic ModelsCode1
Asymmetric Mask Scheme for Self-Supervised Real Image DenoisingCode1
Show:102550
← PrevPage 5 of 59Next →

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