Single-Image-Blind-Motion-Deblurring (non-DL) |
| Removing camera shake from a single photograph | | | |
| Code & Project page | | | |
| Single image motion deblurring using transparency | | | |
| Psf estimation using sharp edge prediction | | | |
| Project page | | | |
| High-quality motion deblurring from a single image | | | |
| Code & Project page | | | |
| Fast motion deblurring | | | |
| Image deblurring and denoising using color priors | | | |
| Project page | | | |
| Efficient ̈filter flow for space-variant multiframe blind deconvolution | | | |
| Non-uniform deblurring for shaken images | | | |
| Code & Project page | | | |
| Denoising vs. deblurring: HDR imaging techniques using moving cameras | | | |
| Single image deblurring using motion density functions | | | |
| Project page | | | |
| Two-phase kernel estimation for robust motion deblurring | | | |
| Code & Project page | | | |
| Space-variant single-image blind deconvolution for removing camera shake | | | |
| Blind deconvolution using a normalized sparsity measure | | | |
| Code & Project page | | | |
| Blur kernel estimation using the radon transform | | | |
| Code | | | |
| Exploring aligned complementary image pair for blind motion deblurring | | | |
| Fast removal of non-uniform camera shake | | | |
| The non-parametric sub-pixel local point spread function estimation is a well posed problem | | | |
| Blur-kernel estimation from spectral irregularities | | | |
| MRF-based Blind Image Deconvolution | | | |
| Framelet-based Blind Motion deblurring from a single Image | | | |
| Unnatural L0 sparse representation for natural image deblurring | | | |
| Code & Project page | | | |
| Handling noise in single image deblurring using directional filters | | | |
| Non-Uniform Camera Shake Removal Using a Spatially-Adaptive Sparse Penalty | | | |
| Project page | | | |
| Dynamic Scene Deblurring | | | |
| Edge-based blur kernel estimation using patch priors | | | |
| Project page & Results & Dataset | | | |
| Deblurring Text Images via L0 -Regularized Intensity and Gradient Prior | | | |
| Code & Project page | | | |
| Segmentation-Free Dynamic Scene Deblurring | | | |
| Separable Kernel for Image Deblurring | | | |
| Deblurring Low-light Images with Light Streaks | | | |
| Code & Project page | | | |
| Joint depth estimation and camera shake removal from single blurry image | | | |
| Hybrid Image Deblurring by Fusing Edge and Power Spectrum Information | | | |
| Deblurring Face Images with Exemplars | | | |
| Code & Project page | | | |
| Blind deblurring using internal patch recurrence | | | |
| Code & Project page | | | |
| Scale Adaptive Blind Deblurring | | | |
| Project page | | | |
| Burst Deblurring: Removing Camera Shake Through Fourier Burst Accumulation | | | |
| Project page | | | |
| Kernel Fusion for Better Image Deblurring | | | |
| Project page | | | |
| Class-Specific Image Deblurring | | | |
| Code & Project page | 0 | about 6 years ago | |
| Coupled Learning for Facial Deblur | | | |
| Blind image deblurring using dark channel prior | | | |
| Code & Project page | | | |
| Robust Kernel Estimation with Outliers Handling for Image Deblurring | | | |
| Code | | | |
| Blind image deconvolution by automatic gradient activation | | | |
| Image deblurring via extreme channels prior | | | |
| Code & Project page | | | |
| From local to global: Edge profiles to camera motion in blurred images | | | |
| Project page & Results-on-benchmark-datasets | | | |
| Blind Image Deblurring with Outlier Handling | | | |
| Code | | | |
| Self-paced Kernel Estimation for Robust Blind Image Deblurring | | | |
| Code | | | , |
| Convergence Analysis of MAP based Blur Kernel Estimation | | | |
| Normalized Blind Deconvolution | | | |
| Code | 17 | over 6 years ago | |
| Deblurring Natural Image Using Super-Gaussian Fields | | | |
| Code | | | |
| Blind Image Deblurring With Local Maximum Gradient Prior | | | |
| Code | 16 | almost 5 years ago | |
| Phase-Only Image Based Kernel Estimation for Single Image Blind Deblurring | | | |
| Results-on-benchmark-datasets | 28 | over 4 years ago | |
| A Variational EM Framework With Adaptive Edge Selection for Blind Motion Deblurring | | | |
| Graph-Based Blind Image Deblurring From a Single Photograph | | | |
| Code | 33 | almost 4 years ago | |
| Surface-aware Blind Image Deblurring | | | |
| Single Image Blind Deblurring Using Multi-Scale Latent Structure Prior | | | |
| OID: Outlier Identifying and Discarding in Blind Image Deblurring | | | |
| Code&Data | | | |
| Enhanced Sparse Model for Blind Deblurring | | | |
| Code | | | |
| Blind Deblurring for Saturated Images | | | |
| Code&Data | | | |
| Polyblur: Removing mild blur by polynomial reblurring | | | |
| Fast blind deconvolution using a deeper sparse patch-wise maximum gradient prior | | | |
| Blind Image Deblurring Using Patch-Wise Minimal Pixels Regularization | | | |
| Code | 86 | about 4 years ago | |
| Pixel Screening Based Intermediate Correction for Blind Deblurring | | | |
Single-Image-Blind-Motion-Deblurring (DL) |
| Learning a convolutional neural network for non-uniform motion blur removal | | | |
| Code 1 | | | , |
| Convolutional neural networks for direct text deblurring | | | |
| Code and Project Page | | | |
| A neural approach to blind motion deblurring | | | |
| Code | 44 | over 8 years ago | |
| Learning to deblur | | | |
| Deep multi-scale convolutional neural network for dynamic scene deblurring | | | |
| Code | 691 | about 5 years ago | |
| From Motion Blur to Motion Flow: A Deep Learning Solution for Removing Heterogeneous Motion Blur | | | |
| Code & Project page | | | |
| Blur-Invariant Deep Learning for Blind Deblurring | | | |
| Learning to Super-resolve Blurry Face and Text Images | | | |
| Code & Project page | | | |
| Learning Discriminative Data Fitting Functions for Blind Image Deblurring | | | |
| Code | | | |
| Semi-supervised Learning of Camera Motion from a Blurred Image | | | |
| Motion blur kernel estimation via deep learning | | | |
| Code & Project page | | | |
| Deep Semantic Face Deblurring | | | |
| Code | 46 | over 5 years ago | |
| Learning a Discriminative Prior for Blind Image Deblurring | | | |
| Code & Project page | | | |
| Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks | | | |
| Code | 39 | about 6 years ago | |
| Scale-recurrent network for deep image deblurring | | | |
| Code | 724 | about 4 years ago | |
| Deblurgan: Blind motion deblurring using conditional adversarial networks | | | |
| Code-Pytorch | 2,531 | almost 6 years ago | |
| Unsupervised Class-Specific Deblurring | | | |
| Gated Fusion Network for Joint Image Deblurring and Super-Resolution | | | |
| Code | 141 | over 4 years ago | |
| Gyroscope-Aided Motion Deblurring with Deep Networks | | | |
| Code | 45 | over 6 years ago | |
| Dynamic Scene Deblurring With Parameter Selective Sharing and Nested Skip Connections | | | |
| Deep Stacked Hierarchical Multi-Patch Network for Image Deblurring | | | |
| Code | 193 | over 2 years ago | |
| Unsupervised Domain-Specific Deblurring via Disentangled Representations | | | |
| Code | 109 | about 6 years ago | |
| Bringing Alive Blurred Moments | | | |
| Project page & Results-on-benchmark-datasets | 15 | over 5 years ago | |
| Douglas-Rachford Networks: Learning Both the Image Prior and Data Fidelity Terms for Blind Image Deconvolution | | | |
| DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better | | | |
| Code | 1,049 | over 3 years ago | |
| Human-Aware Motion Deblurring | | | |
| Blind image deconvolution using deep generative priors | | | |
| Tell Me Where It is Still Blurry: Adversarial Blurred Region Mining and Refining | | | |
| Joint Face Hallucination and Deblurring via Structure Generation and Detail Enhancement | | | |
| Code | 1,049 | over 3 years ago | |
| Learning to Deblur Face Images via Sketch Synthesis | | | |
| Region-Adaptive Dense Network for Efficient Motion Deblurring | | | |
| DAVID: Dual-Attentional Video Deblurring | | | |
| Neural Blind Deconvolution Using Deep Priors | | | |
| Code | 342 | about 5 years ago | |
| Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring | | | |
| Deblurring by Realistic Blurring | | | |
| Code | 63 | almost 3 years ago | |
| Learning Event-Based Motion Deblurring | | | |
| Efficient Dynamic Scene Deblurring Using Spatially Variant Deconvolution Network With Optical Flow Guided Training | | | |
| Deblurring using Analysis-Synthesis Networks Pair | | | |
| Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training | | | |
| Efficient and Interpretable Deep Blind Image Deblurring Via Algorithm Unrolling | | | |
| Deblurring Face Images using Uncertainty Guided Multi-Stream Semantic Networks | | | |
| Code | 119 | about 1 year ago | |
| Dark and bright channel prior embedded network for dynamic scene deblurring | | | |
| Code | 20 | over 5 years ago | |
| Dynamic Scene Deblurring by Depth Guided Model | | | |
| Scale-Iterative Upscaling Network for Image Deblurring | | | |
| Code | 164 | over 2 years ago | |
| Human Motion Deblurring using Localized Body Prior | | | |
| Physics-Based Generative Adversarial Models for Image Restoration and Beyond | | | |
| Code | | | |
| Blind Image Deconvolution using Deep Generative Priors | | | |
| Raw Image Deblurring | | | |
| Dataset | 30 | over 4 years ago | |
| Blur Invariant Kernel-Adaptive Network for Single Image Blind deblurring | | | |
| Exposure Trajectory Recovery from Motion Blur | | | |
| Code | 35 | about 3 years ago | |
| BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring | | | |
| Code | 37 | over 1 year ago | |
| Multi-Stage Progressive Image Restoration | | | |
| Code | 1,197 | over 1 year ago | |
| DeFMO: Deblurring and Shape Recovery of Fast Moving Objects | | | |
| Code | 171 | over 3 years ago | |
| Blind Deblurring for Saturated Images | | | |
| Test-Time Fast Adaptation for Dynamic Scene Deblurring via Meta-Auxiliary Learning | | | |
| Explore Image Deblurring via Encoded Blur Kernel Space | | | |
| Code | 151 | 11 months ago | |
| Pre-trained image processing transformer | | | |
| Code | 451 | almost 3 years ago | |
| Multi-stage progressive image restoration | | | |
| Code | 1,197 | over 1 year ago | |
| Hinet: Half instance normalization network for image restoration | | | |
| Code | 371 | over 3 years ago | |
| Spatially-Adaptive Image Restoration using Distortion-Guided Networks | | | |
| Code | | | |
| Rethinking Coarse-To-Fine Approach in Single Image Deblurring | | | |
| Code | 382 | almost 4 years ago | |
| Perceptual Variousness Motion Deblurring With Light Global Context Refinement | | | |
| Pyramid Architecture Search for Real-Time Image Deblurring | | | |
| Searching for Controllable Image Restoration Networks | | | |
| Code | | | |
| Sdwnet: A straight dilated network with wavelet transformation for image deblurring | | | |
| Code | 60 | about 4 years ago | |
| Structure-Aware Motion Deblurring Using Multi-Adversarial Optimized CycleGAN | | | |
| Degradation Aware Approach to Image Restoration Using Knowledge Distillation | | | |
| Non-uniform Blur Kernel Estimation via Adaptive Basis Decomposition | | | |
| Code | 42 | over 3 years ago | |
| Clean Images are Hard to Reblur: A New Clue for Deblurring | | | |
| Deep residual fourier transformation for single image deblurring | | | |
| Code | 248 | 10 months ago | |
| Single-image deblurring with neural networks: A comparative survey | | | |
| Blind Motion Deblurring Super-Resolution: When Dynamic Spatio-Temporal Learning Meets Static Image Understanding | | | |
| Deep Robust Image Deblurring via Blur Distilling and Information Comparison in Latent Space | | | |
| Deep Image Deblurring: A Survey | | | |
| Deep Feature Prior Guided Face Deblurring | | | |
| Restormer: Efficient transformer for high-resolution image restoration | | | |
| Code | 1,845 | about 1 year ago | |
| Maxim: Multi-axis mlp for image processing | | | |
| Code | 1,020 | over 2 years ago | |
| Uformer: A general u-shaped transformer for image restoration | | | |
| Code | 817 | 12 months ago | |
| Deblurring via Stochastic Refinement | | | |
| XYDeblur: Divide and Conquer for Single Image Deblurring | | | |
| All-In-One Image Restoration for Unknown Corruption | | | |
| Code | 176 | about 1 year ago | |
| Exploring and Evaluating Image Restoration Potential in Dynamic Scenes | | | |
| Deep Generalized Unfolding Networks for Image Restoration | | | |
| Code | 136 | over 3 years ago | |
| GIQE: Generic Image Quality Enhancement via Nth Order Iterative Degradation | | | |
| Blind Non-Uniform Motion Deblurring Using Atrous Spatial Pyramid Deformable Convolution and Deblurring-Reblurring Consistency | | | |
| Motion Aware Double Attention Network for Dynamic Scene Deblurring | | | |
| Stripformer: Strip Transformer for Fast Image Deblurring | | | |
| Code | 94 | about 1 year ago | |
| Simple baselines for image restoration | | | |
| Code | 2,290 | over 1 year ago | |
| D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image Restoration | | | |
| Code | 74 | over 1 year ago | |
| Improving Image Restoration by Revisiting Global Information Aggregation | | | |
| Code | 231 | over 2 years ago | |
| Animation from Blur: Multi-modal Blur Decomposition with Motion Guidance | | | |
| Code | 64 | over 1 year ago | |
| Learning Degradation Representations for Image Deblurring | | | |
| Code | 58 | over 2 years ago | |
| Realistic Blur Synthesis for Learning Image Deblurring | | | |
| Event-based Fusion for Motion Deblurring with Cross-modal Attention | | | |
| Code | 147 | about 2 years ago | |
| Learning to Predict Decomposed Dynamic Filters for Single Image Motion Deblurring | | | |
| Code | 3 | almost 3 years ago | |
| Multi-scale-stage network for single image deblurring | | | |
| Real-world deep local motion deblurring | | | |
| Code&Dataset | 61 | about 1 year ago | |
| Intriguing Findings of Frequency Selection for Image Deblurring | | | |
| Code | 18 | over 2 years ago | |
| Dual-domain Attention for Image Deblurring | | | |
| Self-Supervised Non-Uniform Kernel Estimation With Flow-Based Motion Prior for Blind Image Deblurring | | | |
| Code | 29 | over 2 years ago | |
| Efficient Frequency Domain-Based Transformers for High-Quality Image Deblurring | | | |
| Code | 265 | about 2 years ago | |
| Self-Supervised Blind Motion Deblurring With Deep Expectation Maximization | | | |
| Code | 13 | about 2 years ago | |
| Multiscale Structure Guided Diffusion for Image Deblurring | | | |
| Multi-Scale Residual Low-Pass Filter Network for Image Deblurring | | | |
| LaKDNet: Revisiting Image Deblurring with an Efficient ConvNet | | | |
| Code | 102 | over 1 year ago | |
| Blind Image Deblurring with Unknown Kernel Size and Substantial Noise | | | |
| Project Page | 4 | about 3 years ago | |
Non-Blind-Deblurring |
| Image deblurring in the presence of impulsive noise | | | |
| Fast image deconvolution using hyper-laplacian priors | | | |
| Code & Project page | | | |
| Richardson-Lucy Deblurring for Scenes under a Projective Motion Path | | | |
| Handling outliers in non-blind image deconvolution | | | |
| Code | 14 | almost 10 years ago | |
| From learning models of natural image patches to whole image restoration | | | |
| Code | | | |
| Bm3d frames and variational image deblurring | | | |
| Robust image deblurring with an inaccurate blur kernel | | | |
| A machine learning approach for non-blind image deconvolution | | | |
| Code & Project page | | | |
| Discriminative non-blind deblurring | | | |
| Code | | | |
| A general framework for regularized, similarity-based image restoration | | | |
| Deep convolutional neural network for image deconvolution | | | |
| Code & Project page | | | |
| Shrinkage fields for effective image restoration | | | |
| Code | 36 | over 9 years ago | |
| Good Image Priors for Non-blind Deconvolution: Generic vs Specific | | | |
| Project page | | | |
| Fast Non-Blind Image De-blurring With Sparse Priors | | | |
| Partial Deconvolution With Inaccurate Blur Kernel | | | |
| Fast non-blind deconvolution via regularized residual networks with long/short skip-connections | | | |
| Code | 22 | over 4 years ago | , |
| Noise-Blind Image Deblurring | | | |
| Learning Deep CNN Denoiser Prior for Image Restoration | | | |
| Code | 602 | about 4 years ago | |
| Learning Fully Convolutional Networks for Iterative Non-blind Deconvolution | | | |
| Code | 9 | about 7 years ago | |
| Learning proximal operators: Using denoising networks for regularizing inverse imaging problems | | | |
| Learning to push the limits of efficient fft-based image deconvolution | | | |
| Code | 37 | almost 8 years ago | |
| Deep Mean-Shift Priors for Image Restoration | | | |
| Code | 33 | almost 5 years ago | |
| Modeling Realistic Degradations in Non-Blind Deconvolution | | | |
| Non-blind Deblurring: Handling Kernel Uncertainty with CNNs | | | |
| Project page & Results-on-benchmark-datasets | 5 | about 7 years ago | |
| Deep image prior | | | |
| Code | 7,920 | over 2 years ago | |
| Learning Data Terms for Non-blind Deblurring | | | |
| Deep Non-Blind Deconvolution via Generalized Low-Rank Approximation | | | |
| Code | 22 | almost 7 years ago | |
| Deep decoder: Concise image representations from untrained non-convolutional networks | | | |
| Code | 96 | over 6 years ago | |
| Deep Plug-And-Play Super-Resolution for Arbitrary Blur Kernels | | | |
| Code | 839 | about 5 years ago | |
| Image deconvolution with deep image and kernel priors | | | |
| Denoising prior driven deep neural network for image restoration | | | |
| Variational-EM-Based Deep Learning for Noise-Blind Image Deblurring | 14 | over 3 years ago | |
| Project page & Results-on-benchmark-datasets | 14 | over 3 years ago | |
| Deep Learning for Handling Kernel/model Uncertainty in Image Deconvolution | 14 | about 5 years ago | |
| Project page & Results-on-benchmark-datasets | 14 | about 5 years ago | |
| End-to-end interpretable learning of non-blind image deblurring | | | |
| Bp-dip: A backprojection based deep image prior | | | |
| Code | 6 | over 5 years ago | |
| Deep Wiener Deconvolution: Wiener Meets Deep Learning for Image Deblurring | | | |
| Code | | | |
| Learning deep gradient descent optimization for image deconvolution | | | |
| Code | 32 | about 5 years ago | |
| Neumann networks for linear inverse problems in imaging | | | |
| Code | 14 | almost 5 years ago | |
| The Maximum Entropy on the Mean Method for Image Deblurring | | | |
| Learning Spatially-Variant MAP Models for Non-Blind Image Deblurring | | | |
| Learning a Non-Blind Deblurring Network for Night Blurry Images | | | |
| Code&Data | | | |
| Nonblind Image Deblurring via Deep Learning in Complex Field | | | |
| Non-Blind Deblurring for Fluorescence: A Deformable Latent Space Approach With Kernel Parameterization | | | |
| Deep Constrained Least Squares for Blind Image Super-Resolution | | | |
| Project Page | 23 | over 3 years ago | |
| A Robust Non-Blind Deblurring Method Using Deep Denoiser Prior | | | |
| Black-box image deblurring and defiltering | | | |
| CodeMatlab | 3 | over 1 year ago | , |
| DWDN: Deep Wiener Deconvolution Network for Non-Blind Image Deblurring | | | |
| Photon Limited Non-Blind Deblurring Using Algorithm Unrolling | | | |
| Code | 17 | almost 3 years ago | |
| Wiener Guided DIP for Unsupervised Blind Image Deconvolution | | | |
| Code | 13 | almost 4 years ago | |
| Uncertainty-Aware Unsupervised Image Deblurring with Deep Residual Prior | | | |
| Code | 57 | about 1 year ago | |
| Leveraging Classic Deconvolution and Feature Extraction in Zero-Shot Image Restoration | | | |
| Reverse image filtering with clean and noisy filters | | | |
| Code | 4 | over 1 year ago | |
| INFWIDE: Image and Feature Space Wiener Deconvolution Network for Non-blind Image Deblurring in Low-Light Conditions | | | |
| Code | 13 | over 2 years ago | |
| Blind Image Deconvolution Using Variational Deep Image Prior | | | |
| Code | 13 | almost 2 years ago | |
| Deep Plug-and-Play Nighttime Non-Blind Deblurring With Saturated Pixel Handling Schemes | | | |
| The Secrets of Non-Blind Poisson Deconvolution | | | |
| Deep Richardson-Lucy Deconvolution for Low-Light Image Deblurring | | | |
(Multi-image/Video)-Motion-Deblurring |
| Image Deblurring with Blurred/Noisy Image Pairs | | | |
| Robust dual motion deblurring | | | |
| Blind motion deblurring using multiple images | | | |
| Robust flash deblurring | | | |
| Efficient filter flow for space-variant multiframe blind deconvolution | | | |
| Deconvolving PSFs for A Better Motion Deblurring using Multiple Images | | | |
| Robust multichannel blind deconvolution via fast alternating minimization | | | |
| Registration Based Non-uniform Motion Deblurring | | | |
| Video deblurring for hand-held cameras using patch-based synthesis | | | |
| Project page | | | |
| Multi-image Blind Deblurring Using a Coupled Adaptive Sparse Prior | | | |
| Code & Project page | | | |
| Multi-Shot Imaging: Joint Alignment, Deblurring and Resolution Enhancement | | | |
| Project page | | | |
| Gyro-Based Multi-Image Deconvolution for Removing Handshake Blur | | | |
| Project Page | | | |
| Modeling Blurred Video with Layers | | | |
| Project page, Results & Dataset | | | |
| Burst Deblurring: Removing Camera Shake Through Fourier Burst Accumulation | | | |
| Hand-held video deblurring via efficient fourier aggregation | | | |
| Project page & Results | | | |
| Removing camera shake via weighted fourier burst accumulation | | | |
| Generalized Video Deblurring for Dynamic Scenes | | | |
| Code & Project page | | | |
| Intra-Frame Deblurring by Leveraging Inter-Frame Camera Motion | | | |
| Project page | | | |
| Stereo video deblurring | | | |
| Simultaneous stereo video deblurring and scene flow estimation | | | |
| Deep Video Deblurring for Hand-Held Cameras | | | |
| Code | 192 | over 6 years ago | |
| Light Field Blind Motion Deblurring | | | |
| code | 26 | over 5 years ago | |
| Video Deblurring via Semantic Segmentation and Pixel-Wise Non-Linear Kernel | | | |
| Project page | | | |
| Online Video Deblurring via Dynamic Temporal Blending Network | | | |
| Code | | | |
| Burst Image Deblurring Using Permutation Invariant Convolutional Neural Networks | | | |
| Project page | | | |
| Joint Blind Motion Deblurring and Depth Estimation of Light Field | | | |
| Dynamic Video Deblurring using a Locally Adaptive Linear Blur Model | | | |
| Reblur2deblur: Deblurring videos via self-supervised learning | | | |
| LSD-Joint Denoising and Deblurring of Short and Long Exposure Images with Convolutional Neural Networks | | | |
| Adversarial Spatio-Temporal Learning for Video Deblurring | | | |
| Code | 18 | almost 5 years ago | |
| Recurrent Neural Networks With Intra-Frame Iterations for Video Deblurring | | | |
| DAVANet: Stereo Deblurring With View Aggregation | | | |
| Code | 138 | over 2 years ago | |
| A Deep Motion Deblurring Network based on Per-Pixel Adaptive Kernels with Residual Down-Up and Up-Down Modules | | | |
| Spatio-Temporal Filter Adaptive Network for Video Deblurring | | | |
| Project page | | | , |
| Face Video Deblurring using 3D Facial Priors | | | |
| Code | 42 | almost 6 years ago | |
| Deep Recurrent Network for Fast and Full-Resolution Light Field Deblurring | | | |
| Deep Video Deblurring: The Devil is in the Details | | | |
| Code | 17 | almost 6 years ago | |
| Cascaded Deep Video Deblurring Using Temporal Sharpness Prior | | | |
| Code | 261 | about 4 years ago | |
| Blurry Video Frame Interpolation | | | |
| Code | 209 | about 5 years ago | |
| Efficient Spatio-Temporal Recurrent Neural Network for Video Deblurring | | | |
| Code | 322 | over 2 years ago | |
| Learning Event-Driven Video Deblurring and Interpolation | | | |
| Blur Removal Via Blurred-Noisy Image Pair | | | |
| Recursive Neural Network for Video Deblurring | | | |
| Motion-blurred Video Interpolation and Extrapolation | | | |
| Gated Spatio-Temporal Attention-Guided Video Deblurring | | | |
| ARVo: Learning All-Range Volumetric Correspondence for Video Deblurring | | | |
| Recurrent Video Deblurring with Blur-Invariant Motion Estimation and Pixel Volumes | | | |
| Code | 114 | over 1 year ago | |
| Video Deblurring via Spatiotemporal Pyramid Network and Adversarial Gradient Prior | | | |
| Multi-Scale Separable Network for Ultra-High-Definition Video Deblurring | | | |
| Deep Recurrent Neural Network with Multi-Scale Bi-Directional Propagation for Video Deblurring | | | |
| Deblur-NeRF: Neural Radiance Fields From Blurry Images | | | |
| Code | 264 | over 1 year ago | |
| Improving Image Restoration by Revisiting Global Information Aggregation | | | |
| Code | 231 | over 2 years ago | |
| Animation from Blur: Multi-modal Blur Decomposition with Motion Guidance | | | |
| Code | 64 | over 1 year ago | |
| Efficient Video Deblurring Guided by Motion Magnitude | | | |
| Code | 40 | about 1 year ago | |
| Spatio-Temporal Deformable Attention Network for Video Deblurring | | | |
| Code | 52 | almost 3 years ago | |
| ERDN: Equivalent Receptive Field Deformable Network for Video Deblurring | | | |
| Code | 10 | over 3 years ago | |
| DeMFI: Deep Joint Deblurring and Multi-Frame Interpolation with Flow-Guided Attentive Correlation and Recursive Boosting | | | |
| Code | 81 | over 2 years ago | |
| Towards Real-World Video Deblurring by Exploring Blur Formation Process | | | |
| Real-Time Video Deblurring via Lightweight Motion Compensation | | | |
| Code | 51 | over 1 year ago | |
| Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network | | | |
| Code | 322 | over 2 years ago | |
| Blur Interpolation Transformer for Real-World Motion from Blur | | | |
| Code | 225 | over 1 year ago | |
| DP-NeRF: Deblurred Neural Radiance Field with Physical Scene Priors | | | |
| Code | 83 | about 2 years ago | |
| BAD-NeRF: Bundle Adjusted Deblur Neural Radiance Fields | | | |
| Code&Dataset | 192 | almost 2 years ago | |
| Joint Video Multi-Frame Interpolation and Deblurring Under Unknown Exposure Time | | | |
| Code | 69 | over 1 year ago | |
| Deep Discriminative Spatial and Temporal Network for Efficient Video Deblurring | | | |
| Code | 68 | about 1 year ago | |
| Exploring Temporal Frequency Spectrum in Deep Video Deblurring | | | |
| E2NeRF: Event Enhanced Neural Radiance Fields from Blurry Images | | | |
| Code | 21 | 11 months ago | |
| Sharp-NeRF: Grid-Based Fast Deblurring Neural Radiance Fields Using Sharpness Prior | 5 | about 1 year ago | |
| Code | 35 | almost 2 years ago | |
| Deblur-NSFF: Neural Scene Flow Fields for Blurry Dynamic Scenes | | | |
Challenges on Motion Deblurring |
| NTIRE 2019 Challenge on Video Deblurring: Methods and Results | | | |
| NTIRE 2019 Challenge on Video Deblurring and Super-Resolution: Dataset and Study | | | |
| EDVR: Video Restoration with Enhanced Deformable Convolutional Networks | | | |
| Code-Pytorch | 1,502 | about 4 years ago | |
| Ntire 2020 challenge on image and video deblurring | | | |
| Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and Latency | | | |
| High-Resolution Dual-Stage Multi-Level Feature Aggregation for Single Image and Video Deblurring | | | |
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| Multiframe Restoration Methods for Image Synthesis and Recovery, Joseph J. Green, Univ. of Arizona, PhD thesis | | | |
| Code | 15 | about 2 years ago | |
| A No-Reference Metric for Evaluating The Quality of Motion Deblurring | | | |
| Code & Project Page | | | |
| Learning to extract a video sequence from a single motion-blurred image | | | |
| Bringing a Blurry Frame Alive at High Frame-Rate With an Event Camera | | | |
| Code | 101 | over 3 years ago | |
| Learning to Extract Flawless Slow Motion From Blurry Videos | | | |
| Code | 28 | over 4 years ago | |
| Learning to Synthesize Motion Blur | | | |
| Code | 34,478 | 10 months ago | , |
| World from blur | | | |
| FAB: A Robust Facial Landmark Detection Framework for Motion-Blurred Videos | | | |
| Code | 99 | almost 5 years ago | |
| Visual Deprojection: Probabilistic Recovery of Collapsed Dimensions | | | |
| Photosequencing of Motion Blur using Short and Long Exposures | | | |
| Project Page | | | |
| Every Moment Matters: Detail-Aware Networks to Bring a Blurry Image Alive | | | |
| Watch out! Motion is Blurring Blurring the Vision of Your Deep Neural Networks | | | |
| Code | 29 | about 5 years ago | |
| Geometric Moment Invariants to Motion Blur | | | |
| Optical Flow Estimation from a Single Motion-blurred Image | | | |
| Towards Rolling Shutter Correction and Deblurring in Dynamic Scenes | | | |
| Code | 88 | over 2 years ago | |
| Improved Handling of Motion Blur in Online Object Detection | | | |
| Blur, Noise, and Compression Robust Generative Adversarial Networks | | | |
| Motion Deblurring With Real Events | | | |
| Code | 35 | almost 4 years ago | |
| Bringing Events Into Video Deblurring With Non-Consecutively Blurry Frames | | | |
| Code | 35 | almost 4 years ago | |
| Robust Single Image Deblurring Using Gyroscope Sensor | | | |
| Animation from Blur: Multi-modal Blur Decomposition with Motion Guidance | | | |
| Code | 64 | over 1 year ago | |
| Realistic Blur Synthesis for Learning Image Deblurring | | | |
| Code & Dataset | 88 | about 1 year ago | |
| Event-Guided Deblurring of Unknown Exposure Time Videos | | | |
| Blur Interpolation Transformer for Real-World Motion from Blur | | | |
| Code | 225 | over 1 year ago | |
| Improving Robustness of Semantic Segmentation to Motion-Blur Using Class-Centric Augmentation | | | |
| Code | 6 | almost 2 years ago | |
| Recovering 3D Hand Mesh Sequence From a Single Blurry Image: A New Dataset and Temporal Unfolding | | | |
| Code | 52 | over 2 years ago | |
| Blur Interpolation Transformer for Real-World Motion from Blur | | | |
| Code | 225 | over 1 year ago | |
| Event-Based Frame Interpolation with Ad-hoc Deblurring | | | |
| Code | 34 | about 2 years ago | |
| DartBlur: Privacy Preservation With Detection Artifact Suppression | | | |
| Code | | | |
| HyperCUT: Video Sequence From a Single Blurry Image Using Unsupervised Ordering | | | |
| Code | | | |
| Hybrid Neural Rendering for Large-Scale Scenes With Motion Blur | | | |
| Code | | | |
| Event-Based Blurry Frame Interpolation Under Blind Exposure | | | |
| Code | 12 | over 2 years ago | |
| Non-Coaxial Event-Guided Motion Deblurring with Spatial Alignment | | | |
| Generalizing Event-Based Motion Deblurring in Real-World Scenarios | | | |
| Code | 33 | over 1 year ago | |
| Single-Image Deblurring, Trajectory and Shape Recovery of Fast Moving Objects with Denoising Diffusion Probabilistic Models | | | |
| Code | 5 | about 1 year ago | |
Defocus Deblurring and Potential Datasets |
| What are Good Apertures for Defocus Deblurring? | | | |
| Single image defocus map estimation using local contrast prior | | | |
| Defocus map estimation from a single image | | | |
| Spatially-varying out-of-focus image deblurring with L1-2 optimization and a guided blur map | | | |
| Removing out-of-focus blur from similar image pairs | | | |
| Discriminative Blur Detection Features | | | |
| Project Page | | | |
| Just Noticeable Defocus Blur Detection and Estimation | | | |
| Project Page | | | |
| Spatially Variant Defocus Blur Map Estimation and Deblurring from a Single Image | | | |
| Code | 14 | about 9 years ago | |
| Depth Estimation and Blur Removal from a Single Out-of-focus Image | | | |
| Spatially-Varying Blur Detection Based on Multiscale Fused and Sorted Transform Coefficients of Gradient Magnitudes | | | |
| Code | 54 | over 8 years ago | |
| A unified approach of multi-scale deep and hand-crafted features for defocus estimation | | | |
| Code | 59 | about 6 years ago | |
| Learning to Synthesize a 4D RGBD Light Field from a Single Image | | | |
| Dataset and Project Page | 125 | over 5 years ago | |
| Refocusgan: Scene refocusing using a single image | | | |
| Deep Depth from Defocus: how can defocus blur improve 3D estimation using dense neural networks? | | | |
| Code & Dataset | 118 | over 3 years ago | |
| Defocus and Motion Blur Detection with Deep Contextual Features | | | |
| Code & Dataset | 73 | over 4 years ago | |
| Edge-based defocus blur estimation with adaptive scale selection | | | |
| Code | 18 | over 2 years ago | |
| Deep Defocus Map Estimation using Domain Adaptation | | | |
| Code & Dataset | 124 | about 1 year ago | |
| DeFusionNET: Defocus Blur Detection via Recurrently Fusing and Refining Multi-Scale Deep Features | | | |
| Defocus Deblurring Using Dual-Pixel Data | | | |
| Code & Dataset | 185 | over 3 years ago | |
| Rethinking the Defocus Blur Detection Problem and A Real-Time Deep DBD Model | | | |
| Defocus Blur Detection via Depth Distillation | | | |
| Code | 66 | over 3 years ago | |
| AIFNet: All-in-focus Image Restoration Network using a Light Field-based Dataset | | | |
| Code | 22 | about 4 years ago | , |
| CycleGAN with a Blur Kernel for Deconvolution Microscopy: Optimal Transport Geometry | | | |
| Deep Multi-Scale Feature Learning for Defocus Blur Estimation | | | |
| Estimating Generalized Gaussian Blur Kernels for Out-of-Focus Image Deblurring | | | |
| Defocus Blur Detection via Salient Region Detection Prior | | | |
| Learning to Estimate Kernel Scale and Orientation of Defocus Blur with Asymmetric Coded Aperture | | | |
| Iterative Filter Adaptive Network for Single Image Defocus Deblurring | | | |
| Code & Dataset | 228 | over 1 year ago | |
| Self-Generated Defocus Blur Detection via Dual Adversarial Discriminators | | | |
| Code | 23 | over 3 years ago | |
| Dual Pixel Exploration: Simultaneous Depth Estimation and Image Restoration | | | |
| Code | 36 | over 3 years ago | |
| NTIRE 2021 Challenge for Defocus Deblurring Using Dual-pixel Images: Methods and Results | | | |
| Attention! Stay Focus! | | | |
| Code | 18 | over 3 years ago | |
| Single Image Defocus Deblurring Using Kernel-Sharing Parallel Atrous Convolutions | | | |
| Code | 58 | about 4 years ago | |
| Learning To Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data | | | |
| Code | 49 | over 3 years ago | |
| Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning | | | |
| Code | 46 | over 3 years ago | |
| Learning to Deblur Using Light Field Generated and Real Defocus Images | | | |
| Code | 110 | almost 3 years ago | |
| AR-NeRF: Unsupervised Learning of Depth and Defocus Effects From Natural Images With Aperture Rendering Neural Radiance Fields | | | |
| United Defocus Blur Detection and Deblurring via Adversarial Promoting Learning | | | |
| Code | 17 | about 2 years ago | |
| Learning Single Image Defocus Deblurring with Misaligned Training Pairs | | | |
| Code | 20 | almost 3 years ago | |
| K3DN: Disparity-Aware Kernel Estimation for Dual-Pixel Defocus Deblurring | | | |
| Better "CMOS" Produces Clearer Images: Learning Space-Variant Blur Estimation for Blind Image Super-Resolution | | | |
| Code | 9 | over 1 year ago | |
| Neumann Network With Recursive Kernels for Single Image Defocus Deblurring | | | |
| Code | 14 | over 1 year ago | |
| DP-NeRF: Deblurred Neural Radiance Field With Physical Scene Priors | | | |
| Code | | | |
| Single Image Defocus Deblurring via Implicit Neural Inverse Kernels | | | |
| End-to-end Alternating Optimization for Real-World Blind Super Resolution | | | |
| Code | | | |
| LaKDNet: Revisiting Image Deblurring with an Efficient ConvNet | | | |
| Code | 102 | over 1 year ago | |
| Camera-Independent Single Image Depth Estimation From Defocus Blur | | | |
Benchmark Datasets on Motion Deblurring |
| Understanding and evaluating blind deconvolution algorithms | | | |
| Dataset | | | |
| Recording and playback of camera shake: benchmarking blind deconvolution with a real-world database | | | |
| Dataset | | | |
| Edge-based blur kernel estimation using patch priors | | | |
| Dataset | | | |
| A Comparative Study for Single Image Blind Deblurring | | | |
| Dataset | | | |
| Deep multi-scale convolutional neural network for dynamic scene deblurring | | | |
| Dataset | 691 | about 5 years ago | |
| Deep Video Deblurring for Hand-Held Cameras | | | |
| Dataset | | | |
| Motion deblurring in the wild | | | |
| Stereo Deblurring With View Aggregation | | | |
| Dataset | | | |
| NTIRE 2019 Challenge on Video Deblurring and Super-Resolution: Dataset and Study | | | |
| Dataset | | | |
| Human-Aware Motion Deblurring | | | |
| Dataset | 72 | almost 6 years ago | |
| Deblurring by Realistic Blurring | | | |
| Dataset | 63 | almost 3 years ago | |
| Learning Event-Based Motion Deblurring | | | |
| Efficient Spatio-Temporal Recurrent Neural Network for Video Deblurring | | | |
| Dataset | 322 | over 2 years ago | |
| Real-World Blur Dataset for Learning and Benchmarking Deblurring Algorithms | | | |
| Code & Dataset | | | |
| Towards Rolling Shutter Correction and Deblurring in Dynamic Scenes | | | |
| Dataset | 88 | over 2 years ago | |
| MC-Blur: A Comprehensive Benchmark for Image Deblurring | | | |
| Dataset | 28 | about 2 years ago | |
| Realistic Blur Synthesis for Learning Image Deblurring | | | |
| Code & Dataset | 88 | about 1 year ago | |
| Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network | | | |
| Dataset | 322 | over 2 years ago | |
| Blur Interpolation Transformer for Real-World Motion from Blur | | | |
| Code & Dataset | 225 | over 1 year ago | |
| Real-world deep local motion deblurring | | | |
| Code&Dataset | 61 | about 1 year ago | |
AI-Photo-Enhancer-Apps |
| HitPaw Photo Enhancer | | | |
Awesome-Deblurring 
jbhuang0604/awesome-computer-vision