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 501550 of 999 papers

TitleStatusHype
Image Restoration Using Joint Statistical Modeling in Space-Transform Domain0
Image Restoration using Total Variation Regularized Deep Image Prior0
Deblurring using Analysis-Synthesis Networks Pair0
Deblurring Text Images via L0-Regularized Intensity and Gradient Prior0
Image Restoration with Locally Selected Class-Adapted Models0
Deblurring Processor for Motion-Blurred Faces Based on Generative Adversarial Networks0
Improved Handling of Motion Blur in Online Object Detection0
Improved Image Deblurring based on Salient-region Segmentation0
Deblurring Neural Radiance Fields with Event-driven Bundle Adjustment0
Improving Robustness of Semantic Segmentation to Motion-Blur Using Class-Centric Augmentation0
Deblurring Natural Image Using Super-Gaussian Fields0
Incorporating Side Information by Adaptive Convolution0
Inertial nonconvex alternating minimizations for the image deblurring0
Inexact Alternating Direction Method Based on Newton descent algorithm with Application to Poisson Image Deblurring0
Deblurring Low-light Images with Light Streaks0
Deblurring for Spiral Real-Time MRI Using Convolutional Neural Networks0
Integrating Amortized Inference with Diffusion Models for Learning Clean Distribution from Corrupted Images0
Effects of Blur and Deblurring to Visual Object Tracking0
Intra-Frame Deblurring by Leveraging Inter-Frame Camera Motion0
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation0
InverseNet: Solving Inverse Problems with Splitting Networks0
Think Twice Before You Act: Improving Inverse Problem Solving With MCMC0
Deblurring 3D Gaussian Splatting0
Investigating Task-driven Latent Feasibility for Nonconvex Image Modeling0
IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions0
Three-Stage Cascade Framework for Blurry Video Frame Interpolation0
IR Motion Deblurring0
DeblurGS: Gaussian Splatting for Camera Motion Blur0
Deblur Gaussian Splatting SLAM0
Iteratively reweighted penalty alternating minimization methods with continuation for image deblurring0
SPIRE: Semantic Prompt-Driven Image Restoration0
Iterative Reweighted Least Squares Networks With Convergence Guarantees for Solving Inverse Imaging Problems0
Joint Blind Motion Deblurring and Depth Estimation of Light Field0
Joint Depth Estimation and Camera Shake Removal from Single Blurry Image0
Joint Estimation of Camera Pose, Depth, Deblurring, and Super-Resolution from a Blurred Image Sequence0
Joint Face Hallucination and Deblurring via Structure Generation and Detail Enhancement0
Joint Face Super-Resolution and Deblurring Using a Generative Adversarial Network0
Joint Flow And Feature Refinement Using Attention For Video Restoration0
A Comparative Study for Single Image Blind Deblurring0
DC2: Dual-Camera Defocus Control by Learning To Refocus0
DAWN-FM: Data-Aware and Noise-Informed Flow Matching for Solving Inverse Problems0
Joint Stereo Video Deblurring, Scene Flow Estimation and Moving Object Segmentation0
Joint Transmission and Deblurring: A Semantic Communication Approach Using Events0
DAVID: Dual-Attentional Video Deblurring0
K3DN: Disparity-Aware Kernel Estimation for Dual-Pixel Defocus Deblurring0
DAP-LED: Learning Degradation-Aware Priors with CLIP for Joint Low-light Enhancement and Deblurring0
Kernel Estimation from Salient Structure for Robust Motion Deblurring0
Blur Removal via Blurred-Noisy Image Pair0
Kernel Fusion for Better Image Deblurring0
KNN Local Attention for Image Restoration0
Show:102550
← PrevPage 11 of 20Next →

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