跳转到主要内容

标签(标签)

资源精选(342) Go开发(108) Go语言(103) Go(99) angular(82) LLM(75) 大语言模型(63) 人工智能(53) 前端开发(50) LangChain(43) golang(43) 机器学习(39) Go工程师(38) Go程序员(38) Go开发者(36) React(33) Go基础(29) Python(24) Vue(22) Web开发(20) Web技术(19) 精选资源(19) 深度学习(19) Java(18) ChatGTP(17) Cookie(16) android(16) 前端框架(13) JavaScript(13) Next.js(12) 安卓(11) 聊天机器人(10) typescript(10) 资料精选(10) NLP(10) 第三方Cookie(9) Redwoodjs(9) LLMOps(9) Go语言中级开发(9) 自然语言处理(9) PostgreSQL(9) 区块链(9) mlops(9) 安全(9) 全栈开发(8) ChatGPT(8) OpenAI(8) Linux(8) AI(8) GraphQL(8) iOS(8) 软件架构(7) Go语言高级开发(7) AWS(7) C++(7) 数据科学(7) whisper(6) Prisma(6) 隐私保护(6) RAG(6) JSON(6) DevOps(6) 数据可视化(6) wasm(6) 计算机视觉(6) 算法(6) Rust(6) 微服务(6) 隐私沙盒(5) FedCM(5) 语音识别(5) Angular开发(5) 快速应用开发(5) 提示工程(5) Agent(5) LLaMA(5) 低代码开发(5) Go测试(5) gorm(5) REST API(5) 推荐系统(5) WebAssembly(5) GameDev(5) CMS(5) CSS(5) machine-learning(5) 机器人(5) 游戏开发(5) Blockchain(5) Web安全(5) Kotlin(5) 低代码平台(5) 机器学习资源(5) Go资源(5) Nodejs(5) PHP(5) Swift(5) 智能体(4) devin(4) Blitz(4) javascript框架(4) Redwood(4) GDPR(4) 生成式人工智能(4) Angular16(4) Alpaca(4) 编程语言(4) SAML(4) JWT(4) JSON处理(4) Go并发(4) kafka(4) 移动开发(4) 移动应用(4) security(4) 隐私(4) spring-boot(4) 物联网(4) nextjs(4) 网络安全(4) API(4) Ruby(4) 信息安全(4) flutter(4) 专家智能体(3) Chrome(3) CHIPS(3) 3PC(3) SSE(3) 人工智能软件工程师(3) LLM Agent(3) Remix(3) Ubuntu(3) GPT4All(3) 软件开发(3) 问答系统(3) 开发工具(3) 最佳实践(3) RxJS(3) SSR(3) Node.js(3) Dolly(3) 移动应用开发(3) 低代码(3) IAM(3) Web框架(3) CORS(3) 基准测试(3) Go语言数据库开发(3) Oauth2(3) 并发(3) 主题(3) Theme(3) earth(3) nginx(3) 软件工程(3) azure(3) keycloak(3) 生产力工具(3) gpt3(3) 工作流(3) C(3) jupyter(3) 认证(3) prometheus(3) GAN(3) Spring(3) 逆向工程(3) 应用安全(3) Docker(3) Django(3) R(3) .NET(3) 大数据(3) Hacking(3) 渗透测试(3) C++资源(3) Mac(3) 微信小程序(3) Python资源(3) JHipster(3) 大型语言模型(2) 语言模型(2) 可穿戴设备(2) JDK(2) SQL(2) Apache(2) Hashicorp Vault(2) Spring Cloud Vault(2) Go语言Web开发(2) Go测试工程师(2) WebSocket(2) 容器化(2) AES(2) 加密(2) 输入验证(2) ORM(2) Fiber(2) Postgres(2) Gorilla Mux(2) Go数据库开发(2) 模块(2) 泛型(2) 指针(2) HTTP(2) PostgreSQL开发(2) Vault(2) K8s(2) Spring boot(2) R语言(2) 深度学习资源(2) 半监督学习(2) semi-supervised-learning(2) architecture(2) 普罗米修斯(2) 嵌入模型(2) productivity(2) 编码(2) Qt(2) 前端(2) Rust语言(2) NeRF(2) 神经辐射场(2) 元宇宙(2) CPP(2) 数据分析(2) spark(2) 流处理(2) Ionic(2) 人体姿势估计(2) human-pose-estimation(2) 视频处理(2) deep-learning(2) kotlin语言(2) kotlin开发(2) burp(2) Chatbot(2) npm(2) quantum(2) OCR(2) 游戏(2) game(2) 内容管理系统(2) MySQL(2) python-books(2) pentest(2) opengl(2) IDE(2) 漏洞赏金(2) Web(2) 知识图谱(2) PyTorch(2) 数据库(2) reverse-engineering(2) 数据工程(2) swift开发(2) rest(2) robotics(2) ios-animation(2) 知识蒸馏(2) 安卓开发(2) nestjs(2) solidity(2) 爬虫(2) 面试(2) 容器(2) C++精选(2) 人工智能资源(2) Machine Learning(2) 备忘单(2) 编程书籍(2) angular资源(2) 速查表(2) cheatsheets(2) SecOps(2) mlops资源(2) R资源(2) DDD(2) 架构设计模式(2) 量化(2) Hacking资源(2) 强化学习(2) flask(2) 设计(2) 性能(2) Sysadmin(2) 系统管理员(2) Java资源(2) 机器学习精选(2) android资源(2) android-UI(2) Mac资源(2) iOS资源(2) Vue资源(2) flutter资源(2) JavaScript精选(2) JavaScript资源(2) Rust开发(2) deeplearning(2) RAD(2)

Table of contents

Single-Image-Blind-Motion-Deblurring (non-DL)

Year Pub Paper Repo
2006 TOG Removing camera shake from a single photograph Code & Project page
2007 CVPR Single image motion deblurring using transparency  
2008 CVPR Psf estimation using sharp edge prediction Project page
2008 TOG High-quality motion deblurring from a single image Code & Project page
2009 TOG Fast motion deblurring  
2009 CVPR Image deblurring and denoising using color priors Project page
2010 CVPR Efficient ̈filter flow for space-variant multiframe blind deconvolution  
2010 CVPR Non-uniform deblurring for shaken images Code & Project page
2010 CVPR Denoising vs. deblurring: HDR imaging techniques using moving cameras  
2010 ECCV Single image deblurring using motion density functions Project page
2010 ECCV Two-phase kernel estimation for robust motion deblurring Code & Project page
2010 NIPS Space-variant single-image blind deconvolution for removing camera shake  
2011 CVPR Blind deconvolution using a normalized sparsity measure Code & Project page
2011 CVPR Blur kernel estimation using the radon transform Code
2011 CVPR Exploring aligned complementary image pair for blind motion deblurring  
2011 ICCV Fast removal of non-uniform camera shake  
2011 IJCV The non-parametric sub-pixel local point spread function estimation is a well posed problem  
2012 ECCV Blur-kernel estimation from spectral irregularities  
2012 ACCV MRF-based Blind Image Deconvolution  
2013 CVPR Unnatural L0 sparse representation for natural image deblurring Code & Project page
2013 CVPR Handling noise in single image deblurring using directional filters  
2013 NIPS Non-Uniform Camera Shake Removal Using a Spatially-Adaptive Sparse Penalty Project page
2013 ICCV Dynamic Scene Deblurring  
2013 ICCP Edge-based blur kernel estimation using patch priors Project page & Results & Dataset
2014 CVPR Deblurring Text Images via L0 -Regularized Intensity and Gradient Prior Code & Project page
2014 CVPR Segmentation-Free Dynamic Scene Deblurring  
2014 CVPR Separable Kernel for Image Deblurring  
2014 CVPR Deblurring Low-light Images with Light Streaks Code & Project page
2014 CVPR Joint depth estimation and camera shake removal from single blurry image  
2014 ECCV Hybrid Image Deblurring by Fusing Edge and Power Spectrum Information  
2014 ECCV Deblurring Face Images with Exemplars Code & Project page
2014 ECCV Blind deblurring using internal patch recurrence Code & Project page
2014 NIPS Scale Adaptive Blind Deblurring Project page
2015 CVPR Burst Deblurring: Removing Camera Shake Through Fourier Burst Accumulation Project page
2015 CVPR Kernel Fusion for Better Image Deblurring Project page
2015 ICCV Class-Specific Image Deblurring Code & Project page
2015 TIP Coupled Learning for Facial Deblur  
2016 CVPR Blind image deblurring using dark channel prior Code & Project page
2016 CVPR Robust Kernel Estimation with Outliers Handling for Image Deblurring Code
2016 CVPR Blind image deconvolution by automatic gradient activation  
2017 CVPR Image deblurring via extreme channels prior Code & Project page
2017 CVPR From local to global: Edge profiles to camera motion in blurred images Project page & Results-on-benchmark-datasets
2017 ICCV Blind Image Deblurring with Outlier Handling Code
2017 ICCV Self-paced Kernel Estimation for Robust Blind Image Deblurring Code,Results
2017 ICCV Convergence Analysis of MAP based Blur Kernel Estimation  
2018 ECCV Normalized Blind Deconvolution Code
2018 ECCV Deblurring Natural Image Using Super-Gaussian Fields Code
2019 CVPR Blind Image Deblurring With Local Maximum Gradient Prior Code
2019 CVPR Phase-Only Image Based Kernel Estimation for Single Image Blind Deblurring Results-on-benchmark-datasets
2019 CVPR A Variational EM Framework With Adaptive Edge Selection for Blind Motion Deblurring  
2019 TIP Graph-Based Blind Image Deblurring From a Single Photograph Code
2019 TPAMI Surface-aware Blind Image Deblurring  
2019 TCSVT Single Image Blind Deblurring Using Multi-Scale Latent Structure Prior  
2020 ECCV OID: Outlier Identifying and Discarding in Blind Image Deblurring  
2020 ECCV Enhanced Sparse Model for Blind Deblurring  
2021 TCI Polyblur: Removing mild blur by polynomial reblurring  
2021 SPIC Fast blind deconvolution using a deeper sparse patch-wise maximum gradient prior  
2021 TCSVT Blind Image Deblurring Using Patch-Wise Minimal Pixels Regularization Code

Single-Image-Blind-Motion-Deblurring (DL)

Year Pub Paper Repo
2015 CVPR Learning a convolutional neural network for non-uniform motion blur removal Code 1,Code 2
2015 BMVC Convolutional neural networks for direct text deblurring Code and Project Page
2016 ECCV A neural approach to blind motion deblurring Code
2016 PAMI Learning to deblur  
2017 CVPR Deep multi-scale convolutional neural network for dynamic scene deblurring Code
2017 CVPR From Motion Blur to Motion Flow: A Deep Learning Solution for Removing Heterogeneous Motion Blur Code & Project page
2017 ICCV Blur-Invariant Deep Learning for Blind Deblurring  
2017 ICCV Learning to Super-resolve Blurry Face and Text Images Code & Project page
2017 ICCV Learning Discriminative Data Fitting Functions for Blind Image Deblurring Code
2018 ICIP Semi-supervised Learning of Camera Motion from a Blurred Image  
2018 TIP Motion blur kernel estimation via deep learning Code & Project page
2018 CVPR Deep Semantic Face Deblurring Code
2018 CVPR Learning a Discriminative Prior for Blind Image Deblurring Code & Project page
2018 CVPR Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks Code
2018 CVPR Scale-recurrent network for deep image deblurring Code
2018 CVPR Deblurgan: Blind motion deblurring using conditional adversarial networks Code-Pytorch
2018 ECCV Unsupervised Class-Specific Deblurring  
2018 BMVC Gated Fusion Network for Joint Image Deblurring and Super-Resolution Code
2019 WACV Gyroscope-Aided Motion Deblurring with Deep Networks Code
2019 CVPR Dynamic Scene Deblurring With Parameter Selective Sharing and Nested Skip Connections  
2019 CVPR Deep Stacked Hierarchical Multi-Patch Network for Image Deblurring Code
2019 CVPR Unsupervised Domain-Specific Deblurring via Disentangled Representations Code
2019 CVPR Bringing Alive Blurred Moments Project page & Results-on-benchmark-datasets
2019 CVPR Douglas-Rachford Networks: Learning Both the Image Prior and Data Fidelity Terms for Blind Image Deconvolution  
2019 ICCV DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
2019 ICCV (HIDE) Human-Aware Motion Deblurring  
2019 BMVC Blind image deconvolution using deep generative priors  
2019 ACMMM Tell Me Where It is Still Blurry: Adversarial Blurred Region Mining and Refining  
2019 IJCV Joint Face Hallucination and Deblurring via Structure Generation and Detail Enhancement Code
2020 AAAI Learning to Deblur Face Images via Sketch Synthesis  
2020 AAAI Region-Adaptive Dense Network for Efficient Motion Deblurring  
2020 WACV DAVID: Dual-Attentional Video Deblurring  
2020 CVPR Neural Blind Deconvolution Using Deep Priors Code
2020 CVPR Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring  
2020 CVPR Deblurring by Realistic Blurring Code
2020 CVPR Learning Event-Based Motion Deblurring  
2020 CVPR Efficient Dynamic Scene Deblurring Using Spatially Variant Deconvolution Network With Optical Flow Guided Training  
2020 CVPR Deblurring using Analysis-Synthesis Networks Pair  
2020 ECCV Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training  
2020 TIP Efficient and Interpretable Deep Blind Image Deblurring Via Algorithm Unrolling  
2020 TIP Deblurring Face Images using Uncertainty Guided Multi-Stream Semantic Networks Code
2020 TIP Dark and bright channel prior embedded network for dynamic scene deblurring Code
2020 TIP Dynamic Scene Deblurring by Depth Guided Model  
2020 IEEEAccess Scale-Iterative Upscaling Network for Image Deblurring Code
2020 ACCV Human Motion Deblurring using Localized Body Prior  
2020 TPAMI Physics-Based Generative Adversarial Models for Image Restoration and Beyond [Code]
2020 TCI Blind Image Deconvolution using Deep Generative Priors  
2020 Arxiv Blur Invariant Kernel-Adaptive Network for Single Image Blind deblurring  
2021 TPAMI Exposure Trajectory Recovery from Motion Blur Code
2021 Arxiv BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring Code
2021 CVPR Multi-Stage Progressive Image Restoration Code
2021 CVPR DeFMO: Deblurring and Shape Recovery of Fast Moving Objects Code
2021 CVPR Blind Deblurring for Saturated Images  
2021 CVPR Test-Time Fast Adaptation for Dynamic Scene Deblurring via Meta-Auxiliary Learning  
2021 CVPR Explore Image Deblurring via Encoded Blur Kernel Space Code
2021 ICCV Spatially-Adaptive Image Restoration using Distortion-Guided Networks Code
2021 ICCV Rethinking Coarse-To-Fine Approach in Single Image Deblurring Code
2021 ICCV Perceptual Variousness Motion Deblurring With Light Global Context Refinement  
2021 ICCV Pyramid Architecture Search for Real-Time Image Deblurring  
2021 ICCV Searching for Controllable Image Restoration Networks Code
2021 TIP Structure-Aware Motion Deblurring Using Multi-Adversarial Optimized CycleGAN  
2021 JSTS Degradation Aware Approach to Image Restoration Using Knowledge Distillation  
2021 Arxiv Non-uniform Blur Kernel Estimation via Adaptive Basis Decomposition Code
2021 Arxiv Clean Images are Hard to Reblur: A New Clue for Deblurring  
2021 CVIU Single-image deblurring with neural networks: A comparative survey  
2021 TIP Blind Motion Deblurring Super-Resolution: When Dynamic Spatio-Temporal Learning Meets Static Image Understanding  
2021 NC Deep Robust Image Deblurring via Blur Distilling and Information Comparison in Latent Space  
2022 IJCV Deep Image Deblurring: A Survey  

Non-Blind-Deblurring

Year Pub Paper Repo
2006 IJCV Image deblurring in the presence of impulsive noise  
2009 NIPS Fast image deconvolution using hyper-laplacian priors Code & Project page
2011 PAMI Richardson-Lucy Deblurring for Scenes under a Projective Motion Path  
2011 ICCV Handling outliers in non-blind image deconvolution Code
2011 ICCV From learning models of natural image patches to whole image restoration Code
2012 TIP Bm3d frames and variational image deblurring  
2012 TIP Robust image deblurring with an inaccurate blur kernel Code  
2013 CVPR A machine learning approach for non-blind image deconvolution Code & Project page
2013 CVPR Discriminative non-blind deblurring Code
2014 TIP A general framework for regularized, similarity-based image restoration Code & Project page  
2014 NIPS Deep convolutional neural network for image deconvolution Code & Project page
2014 CVPR Shrinkage fields for effective image restoration Code
2014 ECCV Good Image Priors for Non-blind Deconvolution: Generic vs Specific Project page
2016 CVIP Fast Non-Blind Image De-blurring With Sparse Priors  
2017 TIP Partial Deconvolution With Inaccurate Blur Kernel  
2017 ICCP Fast non-blind deconvolution via regularized residual networks with long/short skip-connections CodeProject Page
2017 CVPR Noise-Blind Image Deblurring  
2017 CVPR Learning Deep CNN Denoiser Prior for Image Restoration Code
2017 CVPR Learning Fully Convolutional Networks for Iterative Non-blind Deconvolution Code
2017 ICCV Learning proximal operators: Using denoising networks for regularizing inverse imaging problems  
2017 ICCV Learning to push the limits of efficient fft-based image deconvolution Code
2017 NIPS Deep Mean-Shift Priors for Image Restoration Code
2018 ICIP Modeling Realistic Degradations in Non-Blind Deconvolution  
2018 CVPR Non-blind Deblurring: Handling Kernel Uncertainty with CNNs Project page & Results-on-benchmark-datasets
2018 CVPR Deep image prior Code
2018 ECCV Learning Data Terms for Non-blind Deblurring  
2018 NIPS Deep Non-Blind Deconvolution via Generalized Low-Rank Approximation Code
2019 ICLR Deep decoder: Concise image representations from untrained non-convolutional networks Code
2019 CVPR Deep Plug-And-Play Super-Resolution for Arbitrary Blur Kernels Code
2019 ICCVW Image deconvolution with deep image and kernel priors  
2019 TPAMI Denoising prior driven deep neural network for image restoration  
2020 CVPR Variational-EM-Based Deep Learning for Noise-Blind Image Deblurring Project page & Results-on-benchmark-datasets
2020 CVPR Deep Learning for Handling Kernel/model Uncertainty in Image Deconvolution Project page & Results-on-benchmark-datasets
2020 ECCV End-to-end interpretable learning of non-blind image deblurring  
2020 EUSIPCO Bp-dip: A backprojection based deep image prior Code
2020 NIPS Deep Wiener Deconvolution: Wiener Meets Deep Learning for Image Deblurring Code
2020 TNLS Learning deep gradient descent optimization for image deconvolution Code
2020 TCI Neumann networks for linear inverse problems in imaging Code
2020 Arxiv The Maximum Entropy on the Mean Method for Image Deblurring  
2021 CVPR Learning Spatially-Variant MAP Models for Non-Blind Image Deblurring  
2021 CVPR Learning a Non-Blind Deblurring Network for Night Blurry Images  
2021 TNNLS Nonblind Image Deblurring via Deep Learning in Complex Field  

(Multi-image/Video)-Motion-Deblurring

Year Pub Paper Repo
2007 TOG Image Deblurring with Blurred/Noisy Image Pairs  
2008 CVPR Robust dual motion deblurring  
2009 JCP Blind motion deblurring using multiple images  
2010 CVPR Robust flash deblurring  
2010 CVPR Efficient filter flow for space-variant multiframe blind deconvolution  
2012 ECCV Deconvolving PSFs for A Better Motion Deblurring using Multiple Images  
2012 TIP Robust multichannel blind deconvolution via fast alternating minimization  
2012 CGF Registration Based Non-uniform Motion Deblurring  
2012 TOG Video deblurring for hand-held cameras using patch-based synthesis Project page
2013 CVPR Multi-image Blind Deblurring Using a Coupled Adaptive Sparse Prior Code & Project page
2014 CVPR Multi-Shot Imaging: Joint Alignment, Deblurring and Resolution Enhancement Project page
2014 CVPR Gyro-Based Multi-Image Deconvolution for Removing Handshake Blur Project Page
2014 ECCV Modeling Blurred Video with Layers Project page, Results & Dataset
2015 CVPR Burst Deblurring: Removing Camera Shake Through Fourier Burst Accumulation  
2015 TCI Hand-held video deblurring via efficient fourier aggregation Project page & Results
2015 TIP Removing camera shake via weighted fourier burst accumulation  
2015 CVPR Generalized Video Deblurring for Dynamic Scenes Code & Project page
2015 CVPR Intra-Frame Deblurring by Leveraging Inter-Frame Camera Motion Project page
2016 ECCV Stereo video deblurring  
2017 CVPR Simultaneous stereo video deblurring and scene flow estimation  
2017 CVPR Deep Video Deblurring for Hand-Held Cameras Code
2017 CVPR Light Field Blind Motion Deblurring code
2017 ICCV Video Deblurring via Semantic Segmentation and Pixel-Wise Non-Linear Kernel Project page
2017 ICCV Online Video Deblurring via Dynamic Temporal Blending Network Code
2018 ECCV Burst Image Deblurring Using Permutation Invariant Convolutional Neural Networks Project page
2018 ECCV Joint Blind Motion Deblurring and Depth Estimation of Light Field  
2018 TPAMI Dynamic Video Deblurring using a Locally Adaptive Linear Blur Model  
2018 ICCP Reblur2deblur: Deblurring videos via self-supervised learning  
2018 Arxiv LSD-Joint Denoising and Deblurring of Short and Long Exposure Images with Convolutional Neural Networks  
2019 TIP Adversarial Spatio-Temporal Learning for Video Deblurring Code
2019 CVPR Recurrent Neural Networks With Intra-Frame Iterations for Video Deblurring  
2019 CVPR DAVANet: Stereo Deblurring With View Aggregation Code
2019 CVPR_W A Deep Motion Deblurring Network based on Per-Pixel Adaptive Kernels with Residual Down-Up and Up-Down Modules  
2019 ICCV Spatio-Temporal Filter Adaptive Network for Video Deblurring Project pageCode
2019 ICCV Face Video Deblurring using 3D Facial Priors Code
2019 SPL Deep Recurrent Network for Fast and Full-Resolution Light Field Deblurring  
2019 ICCV_W Deep Video Deblurring: The Devil is in the Details Code
2020 CVPR Cascaded Deep Video Deblurring Using Temporal Sharpness Prior Code
2020 CVPR Blurry Video Frame Interpolation Code
2020 ECCV Efficient Spatio-Temporal Recurrent Neural Network for Video Deblurring Code
2020 ECCV Learning Event-Driven Video Deblurring and Interpolation  
2020 TIP Blur Removal Via Blurred-Noisy Image Pair  
2020 TCSVT Recursive Neural Network for Video Deblurring  
2021 AAAI Motion-blurred Video Interpolation and Extrapolation  
2021 CVPR Gated Spatio-Temporal Attention-Guided Video Deblurring  
2021 CVPR ARVo: Learning All-Range Volumetric Correspondence for Video Deblurring  
2021 TOG Recurrent Video Deblurring with Blur-Invariant Motion Estimation and Pixel Volumes Code
2021 CVIU Video Deblurring via Spatiotemporal Pyramid Network and Adversarial Gradient Prior  
2021 ICCV Multi-Scale Separable Network for Ultra-High-Definition Video Deblurring  

Challenges on Motion Deblurring

Year Pub Paper Repo
2019 CVPR_W NTIRE 2019 Challenge on Video Deblurring: Methods and Results  
2019 CVPR_W NTIRE 2019 Challenge on Video Deblurring and Super-Resolution: Dataset and Study  
2019 CVPR_W EDVR: Video Restoration with Enhanced Deformable Convolutional Networks Code-Pytorch
2020 CVPR_W Ntire 2020 challenge on image and video deblurring  
2020 CVPR_W Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and Latency  
2020 CVPR_W High-Resolution Dual-Stage Multi-Level Feature Aggregation for Single Image and Video Deblurring  

Other Closely Related Works

Year Pub Paper Repo
2000   Multiframe Restoration Methods for Image Synthesis and Recovery, Joseph J. Green, Univ. of Arizona, PhD thesis Code
2013 TOG A No-Reference Metric for Evaluating The Quality of Motion Deblurring Code & Project Page
2018 CVPR Learning to extract a video sequence from a single motion-blurred image  
2019 CVPR Bringing a Blurry Frame Alive at High Frame-Rate With an Event Camera Code
2019 CVPR Learning to Extract Flawless Slow Motion From Blurry Videos Code
2019 CVPR Learning to Synthesize Motion Blur CodeProject page
2019 CVPR World from blur  
2019 ICCV FAB: A Robust Facial Landmark Detection Framework for Motion-Blurred Videos Code
2019 ICCV Visual Deprojection: Probabilistic Recovery of Collapsed Dimensions  
2020 CVPR-W Photosequencing of Motion Blur using Short and Long Exposures Project Page
2020 ACM-MM Every Moment Matters: Detail-Aware Networks to Bring a Blurry Image Alive  
2020 NIPS Watch out! Motion is Blurring Blurring the Vision of Your Deep Neural Networks Code
2021 Arxiv Geometric Moment Invariants to Motion Blur  
2021 AAAI Optical Flow Estimation from a Single Motion-blurred Image  
2021 CVPR Towards Rolling Shutter Correction and Deblurring in Dynamic Scenes Code
2021 CVPR Improved Handling of Motion Blur in Online Object Detection  
2021 CVPR Blur, Noise, and Compression Robust Generative Adversarial Networks  
2021 ICCV Motion Deblurring With Real Events  
2021 ICCV Bringing Events Into Video Deblurring With Non-Consecutively Blurry Frames Code

Defocus Deblurring and Potential Datasets

Year Pub Paper Repo
2009 ICCP What are Good Apertures for Defocus Deblurring?  
2012 ICASSP Spatially-varying out-of-focus image deblurring with L1-2 optimization and a guided blur map  
2013 ICASSP Removing out-of-focus blur from similar image pairs  
2014 CVPR Discriminative Blur Detection Features Project Page
2015 CVPR Just Noticeable Defocus Blur Detection and Estimation Project Page
2016   Spatially Variant Defocus Blur Map Estimation and Deblurring from a Single Image Code
2017 BMVC Depth Estimation and Blur Removal from a Single Out-of-focus Image  
2017 CVPR Spatially-Varying Blur Detection Based on Multiscale Fused and Sorted Transform Coefficients of Gradient Magnitudes Code
2017 ICCV Learning to Synthesize a 4D RGBD Light Field from a Single Image Dataset and Project Page
2018 ECCV Refocusgan: Scene refocusing using a single image  
2018 ECCV_W Deep Depth from Defocus: how can defocus blur improve 3D estimation using dense neural networks? Code & Dataset
2018 PG Defocus and Motion Blur Detection with Deep Contextual Features Code & Dataset
2018 TIP Edge-based defocus blur estimation with adaptive scale selection Code
2019 CVPR Deep Defocus Map Estimation using Domain Adaptation Code & Dataset
2019 CVPR DeFusionNET: Defocus Blur Detection via Recurrently Fusing and Refining Multi-Scale Deep Features  
2020 ECCV Defocus Deblurring Using Dual-Pixel Data Code & Dataset
2020 ECCV Rethinking the Defocus Blur Detection Problem and A Real-Time Deep DBD Model  
2020 ECCV Defocus Blur Detection via Depth Distillation Code
2020 Arxiv CycleGAN with a Blur Kernel for Deconvolution Microscopy: Optimal Transport Geometry  
2020 Arxiv Deep Multi-Scale Feature Learning for Defocus Blur Estimation  
2021 Arxiv Defocus Blur Detection via Salient Region Detection Prior  
2021 Arxiv Learning to Estimate Kernel Scale and Orientation of Defocus Blur with Asymmetric Coded Aperture  
2021 CVPR Iterative Filter Adaptive Network for Single Image Defocus Deblurring Code & Dataset
2021 CVPR Self-Generated Defocus Blur Detection via Dual Adversarial Discriminators Code
2021 CVPRW NTIRE 2021 Challenge for Defocus Deblurring Using Dual-pixel Images: Methods and Results  
2021 ICCV Single Image Defocus Deblurring Using Kernel-Sharing Parallel Atrous Convolutions Code
2021 ICCV Learning To Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data Code

Benchmark Datasets on Motion Deblurring

Year Pub Paper Repo
2009 CVPR Understanding and evaluating blind deconvolution algorithms Dataset
2012 ECCV Recording and playback of camera shake: benchmarking blind deconvolution with a real-world database Dataset
2013 ICCP Edge-based blur kernel estimation using patch priors Dataset
2016 CVPR A Comparative Study for Single Image Blind Deblurring Dataset
2017 CVPR (GOPRO) Deep multi-scale convolutional neural network for dynamic scene deblurring Dataset
2017 CVPR Deep Video Deblurring for Hand-Held Cameras Dataset
2017 GCPR Motion deblurring in the wild  
2019 CVPR (Stereo Blur Dataset) Stereo Deblurring With View Aggregation Dataset
2019 CVPR_W (REDS) NTIRE 2019 Challenge on Video Deblurring and Super-Resolution: Dataset and Study Dataset
2019 ICCV (HIDE) Human-Aware Motion Deblurring Dataset
2020 CVPR Deblurring by Realistic Blurring Dataset
2020 CVPR Learning Event-Based Motion Deblurring  
2020 ECCV (BSD) Efficient Spatio-Temporal Recurrent Neural Network for Video Deblurring Dataset
2020 ECCV Real-World Blur Dataset for Learning and Benchmarking Deblurring Algorithms Code & Dataset
2021 CVPR Towards Rolling Shutter Correction and Deblurring in Dynamic Scenes Dataset
2021 Arxiv Benchmarking Deep Deblurring Algorithms: A Large-Scale Multi-Cause Dataset and A New Baseline Model Dataset

Abbreviations:

  • DL -> Deep Learning
  • non-DL -> non-Deep Learning

原文:https://github.com/subeeshvasu/Awesome-Deblurring