A curated list of image rectification (distortion correction) and camera calibration papers.
- Deep Learning Based Methods
- Graphics Based Methods
- Datasets
- Material
- Related Papers on Camera Calibration
- Related Libraries
β means that it is recommended for reading.
Paper | Supervised | Link | Conference | Notes |
---|---|---|---|---|
Blind Geometric Distortion Correction on Images Through Deep Learning β | Yes | Link | CVPR '19 | Parameterized distortions (barrel, pincushion, and etc) |
ESIR: End-to-end Scene Text Recognition via Iterative Image Rectification | Link | CVPR '19 | Scene text distortion | |
Arbitrary Shape Scene Text Detection with Adaptive Text Region Representation | Link | CVPR '19 | Scene text recognition | |
Towards Robust Curve Text Detection with Conditional Spatial Expansion | Link | CVPR '19 | Scene text recognition | |
Learning to Calibrate Straight Lines for Fisheye Image Rectification β | Link | CVPR '19 | Fish eye distortion, straight line calibration | |
Learning Structure-And-Motion-Aware Rolling Shutter Correction | Yes | Link | CVPR '19 | Rolling shutter distortion |
Symmetry-constrained Rectification Network for Scene Text Recognition | Link | ICCV '19 | Scene text distortion | |
DR-GAN: Automatic Radial Distortion Rectification Using Conditional GAN in Real-Time | Yes | Link | IEEE Transactions on Circuits and Systems for Video Technology'19 | Conditional GAN.Learn the mapping between distorted and clean images.No hand-crafted technique. |
FishEyeRecNet: A Multi-Context Collaborative Deep Network for Fisheye Image Rectification β | Yes | Link | ECCV '18 | Fish eye distortion, predicts camera model parameters |
MORAN: A Multi-Object Rectified Attention Network for Scene Text Recognition | Link | Scene text distortion | ||
GridFace: Face Rectification via Learning Local Homography Transformations | Link | ECCV '18 | Face rectification | |
Semantic Segmentation of Fisheye Images | Link | ECCV '18 Workshop | Sementic segmentation for fish-eye images | |
Distortion-aware CNNs for Spherical Images | Link | IJCAI '18 | Spherical distortion | |
Fingerprint Distortion Rectification using Deep Convolutional Neural Networks | Link | ICB '18 | Fingerprint distortion | |
CNN-based Fisheye Image Real-Time Semantic Segmentation | Link | IEEE Intelligent Vehicles Symposium (IV) '18 | Sementic segmentation on fish-eye images | |
Deep View Morphing | Link | CVPR '17 | 3D view morphing | |
Robust Scene Text Recognition with Automatic Rectification | Link | CVPR '16 | Scene text distortion | |
Radial Lens Distortion Correction Using Convolutional Neural Networks Trained with Synthesized Images | Link | ACCV '16 | Radial lens distortion |
Paper | Link | Conference | Notes |
---|---|---|---|
A Robust Method for Strong Rolling Shutter Effects Correction Using Lines with Automatic Feature Selection | Link | CVPR '19 | Rolling shutter distortion |
Distortion-Free Wide-Angle Portraits on Camera Phones | Link | SIGGRAPH '19 | Wide-angle camera, fish eye distortion |
Restoration of Non-rigidly Distorted Underwater Images using a Combination of Compressive Sensing and Local Polynomial Image Representations | Link | ICCV '19 | Underwater image distortion |
Rolling-Shutter-Aware Differential SfM and Image Rectification | Link | ICCV '17 | Rolling shutter artifact correction |
From Bows to Arrows: Rolling Shutter Rectification of Urban Scenes | Link | CVPR '16 | Rolling shutter artifact correction |
Line-Based Multi-Label Energy Optimization for Fisheye Image Rectification and Calibration | Link | CVPR '15 | Fish eye distortion |
Radial lens distortion correction using cascaded one-parameter division model | Link | ICIP '15 | Radial distortion |
Lens Distortion Rectification using Triangulation based Interpolation | Link | ISVC '15 | Lens distortion |
Radial distortion correction from a single image of a planar calibration pattern using convex optimization | Link | ICIP '14 | Radial distortion |
Unsupervised Intrinsic Calibration from a Single Frame Using a "Plumb-Line" Approach | Link | ICCV '13 | Line detection approach |
Radially-Distorted Conjugate Translations | Link | Radial distortion | |
Pixel-variant Local Homography for Fisheye Stereo Rectification Minimizing Resampling Distortion | Link | Radial Distortion | |
Rectification from Radially-Distorted Scales | Link | Radial distortion | |
Auto- matic lens distortion correction using one-parameter division models | Link | Radial distortion | |
Automatic Radial Distortion Estimation from a Single Image | Link | Radial Distortion |
Paper | Paper Link | Dataset Link | Synthesized | Annotations |
---|---|---|---|---|
Parameterized Synthetic Image Data Set for Fisheye Lens | Link | Link | Yes | |
Learning to Calibrate Straight Lines for Fisheye Image Rectification | Link | No | Distortion parameters and distorted lines |
Name | Course Link | Note |
---|---|---|
CS 131 Computer Vision: Foundations and Applications (Fall 2015-2016) | Link | Cover the basic concept of camera model. |
Review of Geometric Distortion Compensation in Fish-Eye Cameras | Link | An overview of common fish eye models. |
Paper | Link | Conference | Note |
---|---|---|---|
Deep Single Image Camera Calibration with Radial Distortion | Link | CVPR '19 | Reduce parameters from 6 to 4. Predict parameters by Simple CNN. |
Parameter-free Lens Distortion Calibration of Central Cameras | Link | ICCV '17 | |
Unsupervised Vanishing Point Detection and Camera Calibration from a Single Manhattan Image with Radial Distortion | Link | CVPR '17 |
Library | Link | Notes |
---|---|---|
Augmentor | Link | Image data augmentation by distortion |
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