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 651700 of 999 papers

TitleStatusHype
Sampling Based Scene-Space Video Processing0
Image Restoration by Deep Projected GSURE0
An Interpretation of Regularization by Denoising and its Application with the Back-Projected Fidelity Term0
Adaptively Sparse Regularization for Blind Image Restoration0
Regularization via deep generative models: an analysis point of view0
Non-uniform Motion Deblurring with Blurry Component Divided Guidance0
Blind Image Deblurring based on Kernel Mixture0
Image deblurring based on lightweight multi-information fusion network0
Pyramid Architecture Search for Real-Time Image Deblurring0
Perceptual Variousness Motion Deblurring With Light Global Context RefinementCode0
SharpGAN: Receptive Field Block Net for Dynamic Scene Deblurring0
Layer Decomposition Learning Based on Gaussian Convolution Model and Residual Deblurring for Inverse Halftoning0
Blur More To Deblur Better: Multi-Blur2Deblur For Efficient Video Deblurring0
HDR Denoising and Deblurring by Learning Spatio-temporal Distortion Models0
TEMImageNet Training Library and AtomSegNet Deep-Learning Models for High-Precision Atom Segmentation, Localization, Denoising, and Super-Resolution Processing of Atomic-Resolution Images0
Projected Distribution Loss for Image EnhancementCode0
Polyblur: Removing mild blur by polynomial reblurring0
Model Adaptation for Inverse Problems in Imaging0
Improved Handling of Motion Blur in Online Object Detection0
Blind deblurring for microscopic pathology images using deep learning networks0
Edge Adaptive Hybrid Regularization Model For Image Deblurring0
Fast and Robust Cascade Model for Multiple Degradation Single Image Super-ResolutionCode0
Blind Motion Deblurring through SinGAN Architecture0
Deep Autofocus for Synthetic Aperture Sonar0
Blind Image Super-Resolution with Spatial Context Hallucination0
Single Frame Deblurring with Laplacian Filters0
ALANET: Adaptive Latent Attention Network forJoint Video Deblurring and Interpolation0
Deep Learning based Spectral CT Imaging0
Blur-Attention: A boosting mechanism for non-uniform blurred image restoration0
Unsupervised Image Restoration Using Partially Linear DenoisersCode0
Powers of layers for image-to-image translation0
Select Good Regions for Deblurring based on Convolutional Neural Networks0
Enhanced Sparse Model for Blind Deblurring0
Learning Event-Driven Video Deblurring and Interpolation0
Real-World Blur Dataset for Learning and Benchmarking Deblurring Algorithms0
OID: Outlier Identifying and Discarding in Blind Image Deblurring0
Stacking Networks Dynamically for Image Restoration Based on the Plug-and-Play Framework0
Regularization by Denoising via Fixed-Point Projection (RED-PRO)0
Deep learning Framework for Mobile MicroscopyCode0
Blur Invariant Kernel-Adaptive Network for Single Image Blind deblurring0
Deep Learning for Cornea Microscopy Blind DeblurringCode0
Motion Aware Double Attention Network for Dynamic Scene Deblurring0
Pixel-Wise Motion Deblurring of Thermal VideosCode0
Efficient Dynamic Scene Deblurring Using Spatially Variant Deconvolution Network With Optical Flow Guided Training0
Variational-EM-Based Deep Learning for Noise-Blind Image Deblurring0
Deep Learning for Handling Kernel/model Uncertainty in Image Deconvolution0
Deblurring for Spiral Real-Time MRI Using Convolutional Neural Networks0
Image Restoration from Parametric Transformations using Generative Models0
NTIRE 2020 Challenge on Image and Video Deblurring0
Learning-based Tracking of Fast Moving Objects0
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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
7DeepRFT+PSNR (sRGB)31.66Unverified
8ID-Blau (Restormer)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
10MPRNetPSNR (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