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Image Distortion Correction

A curated list of resources on Handling Rolling Shutter Effects, Radial Distortions, and Text distortions.


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Table of contents

Rolling-shutter-Effects

Single-Image

Year Conf Title Repo
2016 CVPR From bows to arrows: Rolling shutter rectification of urban scenes
2017 CVPR Unrolling the shutter: Cnn to correct motion distortions
2017 ICCV Rolling Shutter Correction in Manhattan World
2018 CVPR A Robust Method for Strong Rolling Shutter Effects Correction Using Lines With Automatic Feature Selection
2018 WACV Minimal solvers for monocular rolling shutter compensation under ackermann motion
2019 CVPR Learning Structure-And-Motion-Aware Rolling Shutter Correction Project Page
2020 JOSA Deep End-to-End Rolling Shutter Rectification
2020 Arxiv Learning Rolling Shutter Correction from Real Data without Camera Motion Assumption Code
2020 Arxiv Invisible Perturbations: Physical Adversarial Examples Exploiting the Rolling Shutter Effect
2021 CVPR Invisible Perturbations: Physical Adversarial Examples Exploiting the Rolling Shutter Effect
2021 Arxiv They See Me Rollin': Inherent Vulnerability of the Rolling Shutter in CMOS Image Sensors

Multi-image/Video

Year Conf Title Repo
2005 Geometric models of rolling-shutter cameras
2005 Rolling shutter distortion correction
2007 TCE Affine motion based cmos distortion analysis and cmos digital image stabilization
2007 TCE Cmos digital image stabilization
2008 TCE Suppressing rollingshutter distortion of cmos image sensors by motion vector detection
2008 TIP Analysis and compensation of rolling shutter effect
2010 CVPR Removing rolling shutter wobble
2010 CVPR Rectifying rolling shutter video from hand-held devices Project page & Datatset
2011 ICIP Automatic video deshearing for skew sequences captured by rolling shutter cameras
2011 Digital video stabilization and rolling shutter correction using gyroscopes
2012 TCE Rolling shutter distortion removal based on curve interpolation
2012 ICCP Calibration-free rolling shutter removal Code
2012 CVPR Rolling shutter bundle adjustment
2012 ECCV Global optimization of object pose and motion from a single rolling shutter image with automatic 2d-3d matching
2012 IJCV Efficient video rectification and stabilisation for cell-phones
2013 CVPR Rolling Shutter Camera Calibration
2013 TOG Bundled camera paths for video stabilization
2013 ICCV Street view motion-from-structure-from-motion
2013 ICCV Rolling shutter stereo
2013 ICCV A Unified Rolling Shutter and Motion Blur Model for 3D Visual Registration
2015 CVPR R6p-rolling shutter absolute camera pose
2015 CVPR Rolling shutter motion deblurrin
2015 ICCV Rolling Shutter Super-Resolution
2015 ICCV High Quality Structure From Small Motion for Rolling Shutter Cameras
2015 ICCV Dense Continuous-Time Tracking and Mapping With Rolling Shutter RGB-D Cameras
2015 IROS A minimal solution to the rolling shutter pose estimation problem
2016 ISP An affine motion model for removing rolling shutter distortions
2016 CVPR Sparse to dense 3d reconstruction from rolling shutter images
2016 CVPR Rolling Shutter Absolute Pose Problem With Known Vertical Direction
2016 CVPR Rolling Shutter Camera Relative Pose: Generalized Epipolar Geometry
2016 ECCV Degeneracies in rolling shutter sfm
2017 TIP Camera Shutter-Independent Registration and Rectification
2017 CVPR Self-Calibration-Based Approach to Critical Motion Sequences of Rolling-Shutter Structure From Motion
2017 ICRA Rrd-slam: Radial-distorted rolling-shutter direct slam Code
2017 ICCV Rolling-shutter aware differential sfm and image rectification Dataset,Code
2018 PRL Robustified SfM with Rolling-Shutter Camera Using Straightness Constraint
2018 CVPR Rolling Shutter and Radial Distortion Are Features for High Frame Rate Multi-Camera Tracking
2018 CVPR Occlusion-Aware Rolling Shutter Rectification of 3D Scenes
2018 ECCV Rolling Shutter Pose and Ego-motion Estimation using Shape-from-TemplateProject page
2018 ECCV Direct sparse odometry with rolling shutter
2018 ACCV Linear solution to the minimal absolute pose rolling shutter problem
2019 PAMI Rolling shutter camera absolute pose Code
2020 CVPR From two rolling shutters to one global shutter
2020 CVPR Deep shutter unrolling network Code
2020 TPAMI Rolling shutter homography and its applications
2020 ECCV Image Stitching and Rectification for Hand-Held Cameras
2021 TIP Simultaneous Video Stabilization and Rolling Shutter Removal
2021 CVIU Rolling-Shutter-Stereo-Aware Motion Estimation and Image Correction
2021 CVPR Towards Rolling Shutter Correction and Deblurring in Dynamic Scenes Code
2021 ICCV Sunet: symmetric undistortion network for rolling shutter correction Code
2021 ICCV Inverting a rolling shutter camera: bring rolling shutter images to high framerate global shutter video Code
2022 CVPR Context-Aware Video Reconstruction for Rolling Shutter Cameras Code
2022 CVPR Learning Adaptive Warping for Real-World Rolling Shutter Correction Code
2022 CVPR Neural Global Shutter: Learn to Restore Video from a Rolling Shutter Camera with Global Reset Feature Code
2022 ECCV Bringing Rolling Shutter Images Alive with Dual Reversed Distortion Code
2022 ECCV Combining Internal and External Constraints for Unrolling Shutter in Videos Code
2023 WACV Joint Video Rolling Shutter Correction and Super-Resolution

Radial-Distortions

Year Conf Title Repo
2001 CVPR Simultaneous linear estimation of multiple view geometry and lens distortion
2003 Robust Line-Based Calibration of Lens Distortion from a Single View
2007 PAMI Parameter-free radial distortion correction with center of distortion estimation
2009 PAMI Calibration of cameras with radially symmetric distortion
2009 JMIV A simple method of radial distortion correction with centre of distortion estimation
2011 PAMI A minimal solution to radial distortion autocalibration
2012 JMIV Automatic Radial Distortion Estimation from a Single Image
2013 JMIV Automatic radial distortion estimation from a single image
2013 CVPR Radial distortion self-calibration
2014 ICIP Auto-rectification of user photos
2014 ICIP Radial distortion correction from a single image of a planar calibration pattern using convex optimization
2014 IPOL Auto- matic lens distortion correction using one-parameter division models
2015 ICIP Radial lens distortion correction using cascaded one-parameter division model
2015 ISVC Lens Distortion Rectification using Triangulation based Interpolation
2015 CVPR Line-based multi-label energy optimization for fisheye image rectification and calibration
2016 ACCV Radial lens distortion correction using convolutional neural networks trained with synthesized images
2017 CVPR Unsupervised Vanishing Point Detection and Camera Calibration from a Single Manhattan Image with Radial Distortion
2017 ICCV Parameter-free Lens Distortion Calibration of Central Cameras
2017 CVIU Automatic correction of perspective and optical distortions
2017 Arxiv Pixel-variant Local Homography for Fisheye Stereo Rectification Minimizing Resampling Distortion
2018 ACCV Rectification from Radially-Distorted Scales
2018 CVPR Radially-Distorted Conjugate Translations
2018 ECCV FishEyeRecNet: A Multi-Context Collaborative Deep Network for Fisheye Image Rectification
2018 ECCVW Semantic Segmentation of Fisheye Images
2018 ICPR Radial lens distortion correction by adding a weight layer with inverted foveal models to convolutional neural networks
2018 TCSVT DR-GAN: Automatic Radial Distortion Rectification Using Conditional GAN in Real-Time
2019 TOG Distortion-Free Wide-Angle Portraits on Camera Phones Project Page
2019 CVPR Learning to calibrate straight lines for fisheye image rectification
2019 CVPR Blind geometric distortion correction on images through deep learning Code
2019 CVPR Deep Single Image Camera Calibration with Radial Distortion
2021 SPL Fast and Robust Differential Relative Pose Estimation With Radial Distortion

Text-Distortions

Year Conf Title Repo
2016 CVPR Robust Scene Text Recognition with Automatic Rectification Code
2019 PR MORAN: A Multi-Object Rectified Attention Network for Scene Text Recognition Code
2019 CVPR ESIR: End-to-end Scene Text Recognition via Iterative Image Rectification
2019 CVPR Arbitrary Shape Scene Text Detection with Adaptive Text Region Representation
2019 CVPR Towards Robust Curve Text Detection with Conditional Spatial Expansion
2019 ICCV Symmetry-constrained Rectification Network for Scene Text Recognition

Other forms of distortions

Year Conf Title Repo
2013 ICCV Unsupervised Intrinsic Calibration from a Single Frame Using a "Plumb-Line" Approach
2017 CVPR Deep View Morphing Project Page
2018 ICB Fingerprint Distortion Rectification using Deep Convolutional Neural Networks
2018 IJCAI Distortion-aware CNNs for Spherical Images Project Page
2018 ECCV GridFace: Face Rectification via Learning Local Homography Transformations
2018 IV CNN-based Fisheye Image Real-Time Semantic Segmentation
2019 ICCV Restoration of Non-rigidly Distorted Underwater Images using a Combination of Compressive Sensing and Local Polynomial Image Representations Code

Datasets

Year Conf Title Repo
2016 CVPR Robust Scene Text Recognition with Automatic Rectification Dataset
2017 ICCV Rolling-shutter aware differential sfm and image rectification Dataset
2018 Arxiv Parameterized Synthetic Image Data Set for Fisheye Lens Dataset
2019 CVPR Learning to calibrate straight lines for fisheye image rectification
2020 CVPR Deep shutter unrolling network Dataset
2021 CVPR Towards Rolling Shutter Correction and Deblurring in Dynamic Scenes Dataset
2022 CVPR Learning Adaptive Warping for Real-World Rolling Shutter Correction Dataset

Other-Resources