SOTAVerified

Deblurring

Deblurring is a computer vision task that involves removing the blurring artifacts from images or videos to restore the original, sharp content. Blurring can be caused by various factors such as camera shake, fast motion, and out-of-focus objects, and can result in a loss of detail and quality in the captured images. The goal of deblurring is to produce a clear, high-quality image that accurately represents the original scene.

( Image credit: Deblurring Face Images using Uncertainty Guided Multi-Stream Semantic Networks )

Papers

Showing 101150 of 999 papers

TitleStatusHype
DeFMO: Deblurring and Shape Recovery of Fast Moving ObjectsCode1
MC-Blur: A Comprehensive Benchmark for Image DeblurringCode1
Intriguing Findings of Frequency Selection for Image DeblurringCode1
Deep Plug-and-Play Super-Resolution for Arbitrary Blur KernelsCode1
GS-Blur: A 3D Scene-Based Dataset for Realistic Image DeblurringCode1
Deep Learning for Event-based Vision: A Comprehensive Survey and BenchmarksCode1
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
Deep Recurrent Neural Network with Multi-scale Bi-directional Propagation for Video DeblurringCode1
Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task LearningCode1
Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and LatencyCode1
Human-Aware Motion DeblurringCode1
Digital Gimbal: End-to-end Deep Image Stabilization with Learnable Exposure TimesCode1
Deep Discriminative Spatial and Temporal Network for Efficient Video DeblurringCode1
Deep, convergent, unrolled half-quadratic splitting for image deconvolutionCode1
Application of Ghost-DeblurGAN to Fiducial Marker DetectionCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
Attention! Stay Focus!Code1
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion RestorationCode1
Comparison of Image Quality Models for Optimization of Image Processing SystemsCode1
E-CIR: Event-Enhanced Continuous Intensity RecoveryCode1
GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary ViewsCode1
E2NeRF: Event Enhanced Neural Radiance Fields from Blurry ImagesCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
DeblurSR: Event-Based Motion Deblurring Under the Spiking RepresentationCode1
EDVR: Video Restoration with Enhanced Deformable Convolutional NetworksCode1
Learning Dual-Pixel Alignment for Defocus DeblurringCode1
Gaussian Kernel Mixture Network for Single Image Defocus DeblurringCode1
Deblurring Masked Autoencoder is Better Recipe for Ultrasound Image RecognitionCode1
Accelerating Diffusion Models for Inverse Problems through Shortcut SamplingCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Generalizing Event-Based Motion Deblurring in Real-World ScenariosCode1
Gradient Step Denoiser for convergent Plug-and-PlayCode1
HyperCUT: Video Sequence from a Single Blurry Image using Unsupervised OrderingCode1
Watch out! Motion is Blurring the Vision of Your Deep Neural NetworksCode1
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen DomainsCode1
A Simple Local Minimal Intensity Prior and An Improved Algorithm for Blind Image DeblurringCode1
Aggregating Nearest Sharp Features via Hybrid Transformers for Video DeblurringCode1
FMODetect: Robust Detection of Fast Moving ObjectsCode1
Exploring the potential of channel interactions for image restorationCode1
Dark and Bright Channel Prior Embedded Network for Dynamic Scene DeblurringCode1
Fast Diffusion EM: a diffusion model for blind inverse problems with application to deconvolutionCode1
Blurry Video Frame InterpolationCode1
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image RestorationCode1
Explore Image Deblurring via Blur Kernel SpaceCode1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterCode1
Exploiting Deblurring Networks for Radiance FieldsCode1
Explore Image Deblurring via Encoded Blur Kernel SpaceCode1
Learning Enriched Features via Selective State Spaces Model for Efficient Image DeblurringCode1
Flow-Guided Sparse Transformer for Video DeblurringCode1
Focal Network for Image RestorationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BSSTNetPSNR35.98Unverified
2GShift-NetPSNR35.88Unverified
3DLEFNetPSNR35.61Unverified
4EFNetPSNR35.46Unverified
5NIREPSNR35.03Unverified
6VRTPSNR34.81Unverified
7AdaRevDPSNR34.6Unverified
8TurtlePSNR34.5Unverified
9ID-Blau (FFTformer)PSNR34.36Unverified
10XYScanNetPSNR33.91Unverified
#ModelMetricClaimedVerifiedStatus
1MAXIMPSNR (sRGB)32.83Unverified
2AdaRevDPSNR (sRGB)32.35Unverified
3ID-Blau (FFTformer)PSNR (sRGB)31.94Unverified
4LoFormerPSNR (sRGB)31.86Unverified
5CAPTNetPSNR (sRGB)31.86Unverified
6XYScanNetPSNR (sRGB)31.74Unverified
7ID-Blau (Restormer)PSNR (sRGB)31.66Unverified
8DeepRFT+PSNR (sRGB)31.66Unverified
9FFTformerPSNR (sRGB)31.62Unverified
10LaKDNetPSNR (sRGB)31.58Unverified
#ModelMetricClaimedVerifiedStatus
1AdaRevDPSNR (sRGB)36.53Unverified
2ALGNetPSNR (sRGB)36.35Unverified
3Uformer-BPSNR (sRGB)36.22Unverified
4RestormerPSNR (sRGB)36.19Unverified
5DeepRFTPSNR (sRGB)36.11Unverified
6DeblurDiNAT-LPSNR (sRGB)36.09Unverified
7LaKDNetPSNR (sRGB)36.08Unverified
8MPRNetPSNR (sRGB)35.99Unverified
9MSSNetPSNR (sRGB)35.93Unverified
10MAXIMPSNR (sRGB)35.78Unverified
#ModelMetricClaimedVerifiedStatus
1AdaRevDPSNR (sRGB)33.96Unverified
2MLWNetPSNR (sRGB)33.84Unverified
3ID-Blau (Stripformer)PSNR (sRGB)33.77Unverified
4ID-Blau (Restormer)PSNR (sRGB)33.11Unverified
5ALGNetPSNR (sRGB)32.94Unverified
6LoFormerPSNR (sRGB)32.9Unverified
7ID-Blau (FFTformer)PSNR (sRGB)32.88Unverified
8MAXIMPSNR (sRGB)32.84Unverified
9DeepRFT+PSNR (sRGB)32.63Unverified
10FFTformerPSNR (sRGB)32.62Unverified
#ModelMetricClaimedVerifiedStatus
1AdaRevDPSNR (sRGB)41.19Unverified
2ALGNetPSNR (sRGB)41.16Unverified
3ID-Blau (Stripformer)PSNR (sRGB)41.06Unverified
4MLWNetPSNR (sRGB)40.69Unverified
5ID-Blau (FFTformer)PSNR (sRGB)40.45Unverified
6ID-Blau (Restormer)PSNR (sRGB)40.31Unverified
7LoFormerPSNR (sRGB)40.23Unverified
8FFTformerPSNR (sRGB)40.11Unverified
9DeepRFT+PSNR (sRGB)40.01Unverified
10StripformerPSNR (sRGB)39.84Unverified
#ModelMetricClaimedVerifiedStatus
1AdaRevDPSNR (sRGB)30.12Unverified
2UFPNetPSNR (sRGB)29.87Unverified
3ALGNetPSNR (sRGB)29.12Unverified
4Uformer-BPSNR (sRGB)29.06Unverified
5DeblurDiNAT-LPSNR (sRGB)28.98Unverified
6RestormerPSNR (sRGB)28.96Unverified
7DeepRFT+PSNR (sRGB)28.88Unverified
8MAXIMPSNR (sRGB)28.83Unverified
9MSSNetPSNR (sRGB)28.79Unverified
10DeblurGAN-v2PSNR (sRGB)28.7Unverified
#ModelMetricClaimedVerifiedStatus
1MLWNetAverage PSNR34.94Unverified
2SegDeblurAverage PSNR34.63Unverified
3SFNetAverage PSNR34.35Unverified
4FSNetAverage PSNR34.31Unverified
5IRNextAverage PSNR34.08Unverified
6ConvIRAverage PSNR34.06Unverified
7Uformer-BAverage PSNR33.98Unverified
8RestormerAverage PSNR33.69Unverified
9MPRNetAverage PSNR33.61Unverified
10MIMO-UNet+Average PSNR33.37Unverified
#ModelMetricClaimedVerifiedStatus
1NAFNet (REDS)Subjective2.84Unverified
2VRT (GoPro)Subjective2.39Unverified
3VRT (REDS)Subjective1.57Unverified
4DeblurGAN InceptionSubjective1.04Unverified
5MAXIM (REDS)Subjective1.01Unverified
6Deeprft (GoPro)Subjective0.54Unverified
7Deeprft (REDS)Subjective0.46Unverified
8MPR localSubjective0.44Unverified
9MAXIM (GoPro)Subjective0.21Unverified
10Restormer localSubjective0.12Unverified
#ModelMetricClaimedVerifiedStatus
1BSSTNetPSNR34.95Unverified
2RVRTPSNR34.92Unverified
3GShift-NetPSNR34.69Unverified
4VRTPSNR34.27Unverified
5FGSTPSNR33.5Unverified
6STDANPSNR33.05Unverified
7FGSTPSNR33.03Unverified
8MB2DPSNR32.34Unverified
9CDVD-TSPPSNR32.13Unverified
10STFANPSNR31.27Unverified
#ModelMetricClaimedVerifiedStatus
1TurtlePSNR33.58Unverified
2CDVD-TSPPSNR31.58Unverified
3ESTRNNPSNR31.39Unverified
4PVDNetPSNR31.35Unverified
5DBNPSNR31.21Unverified
#ModelMetricClaimedVerifiedStatus
1VRT (GoPro)PSNR31.43Unverified
2DeblurGAN InceptionPSNR31.17Unverified
3VRT (REDS)PSNR30.98Unverified
4MAXIM (REDS)PSNR30.66Unverified
#ModelMetricClaimedVerifiedStatus
1VRTAverage PSNR36.79Unverified
2EDVR_DeblurAverage PSNR34.8Unverified
3DeblurGANAverage PSNR24.09Unverified
#ModelMetricClaimedVerifiedStatus
1MIMO-UNet + Realistic blurAverage PSNR32.08Unverified
2SRN-Deblur + Realistic blurAverage PSNR32.06Unverified
#ModelMetricClaimedVerifiedStatus
1110 Images, 4*4 Stitching, Exact Accuracy2Unverified
#ModelMetricClaimedVerifiedStatus
1MAXIM-3SPSNR32.83Unverified
#ModelMetricClaimedVerifiedStatus
1OursMAE0.04Unverified