Awesome Image Rectification
April 22, 2021 · View on GitHub
A curated list of image rectification (distortion correction) and camera calibration papers.
Table of Contents
- Deep Learning Based Methods
- Traditional Methods
- Datasets
- Material
- Related Papers on Camera Calibration
- Related Libraries
Deep Learning Based
★ means that it is recommended for reading.
| Paper | Supervised | Link | Conference | Notes |
|---|---|---|---|---|
| Blind Geometric Distortion Correction on Images Through Deep Learning ★ | 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 ★ | 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 ★ | 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 |
Traditional
| 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 |
Datasets
| 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 |
Material
| 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. |
Papers on Camera Calibration
| 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 |
Related Libraries
| Library | Link | Notes |
|---|---|---|
| Augmentor | Link | Image data augmentation by distortion |
Contributing
PR me related papers!