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
• Radial-Distortions
• Text-Distortions
• Datasets
• Other-Resources

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

• [awesome-image-rectification]

• Image data augmentation by distortion