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A curated list of awesome resources for image alignment and stitching ...
| Date | Stars |
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| 2026-07-24 | 463 |
| 2026-07-25 | 463 |
| 2026-07-28 | 463 |
| 2026-07-30 | 463 |
| 2026-08-06 | 463 |
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# awesome-image-alignment-and-stitching A curated list of awesome resources for image alignment and stitching, etc. The list will be updated continuously. ❗ An up-to-date paper list can be found [here](https://github.com/visionxiang/awesome-computational-photography). ## Tutorials - **Repo**: [Image registration](https://github.com/youngfish42/awesome-image-registration) A resource list about image registration related to natural/remote sensing/medical image and point cloud. - **MICCAI2019 Tutorial: Learn2Reg: Tutorial on Deep Learning in Medical Image Registration** [[Homepage]](https://github.com/learn2reg/tutorials2019) Three hands-on sessions guiding participants to understand and implement published algorithms using clinical imaging data, including *unsupervised registration, label-supervised registration, and discrete deep learning registration*. - **A Practical Review on Medical Image Registration: from Rigid to Deep Learning based Approaches** [[PDF&Slides]]( https://github.com/natandrade/Tutorial-Medical-Image-Registration) A tutorial for anyone who wants to learn Medical Image Registration, by Natan Andrade, Fabio Augusto Faria, Fábio Augusto Menocci Cappabianco, SIBGRAPI2018 - [Blog] **Image Registration: From SIFT to Deep Learning** [[Homepage]](https://www.sicara.ai/blog/2019-07-16-image-registration-deep-learning) [[Notes/Chinese]](https://zhuanlan.zhihu.com/p/75784915) It presents OpenCV feature-based methods before diving into Deep Learning, including example codes. - [Book] **Image Descriptor: Modern Approaches**, Bin Fan, Zhenhua Wang, and Fuchao Wang. Springer, 2015. - [Report] 刘帅成:图像对齐技术及其应用 [[Video]](https://www.bilibili.com/video/av79797993/) - [OpenCV Stitching Tutorial](https://github.com/lukasalexanderweber/stitching_tutorial) ## <font color=#159>Review</font> **Matching/Registration/Alignment** - [**2017CVPR**] HPatches: A Benchmark and Evaluation of Handcrafted and Learned Local Descriptors [[Homepage]](https://hpatches.github.io/) **Stitching/Mosaicking** - [2019GRSM] Remote Sensing Image Mosaicking: Achievements and Challenges - [**2019IVC**] Image mosaicing: A deeper insight - [ **2006Szeliski**] Image Alignment and Stitching: A Tutorial **Remote Sensing** - [**2018ISPRSJ**] A deep learning framework for remote sensing image registration **Medical Registration** - Deep Learning in Medical Image Registration: A Survey, 2019 - Learning image-based spatial transformations via convolutional neural networks: A review, Magnetic Resonance Imaging, December 2019 - Deformable Medical Image Registration: A Survey, TMI2013 ## Geometric Pre-processing - [**2019TCSVT**] DR-GAN: Automatic Radial Distortion Rectification Using Conditional GAN in Real-Time - [**2019CVPR**] Learning to Calibrate Straight Lines for Fisheye Image Rectification - [2019CVPR] Deep Single Image Camera Calibration with Radial Distortion [[Proj]](https://research.mapillary.com/publication/cvpr19d/) - [2015CVPR] Line-Based Multi-Label Energy Optimization for Fisheye Image Rectification and Calibration [[Proj]](http://cvrs.whu.edu.cn/projects/FIRC/) - - [2019IJCV] Superpixel-Guided Two-View Deterministic Geometric Model Fitting [Guobao Xiao] ## Image Matching ### Feature Detection #### - Key Point - GLAMpoints: Greedily Learned Accurate Match points, arXiv2019.8 - [**2018NeurIPS**] LF-Net: Learning Local Features from Images [[github]](https://github.com/vcg-uvic/lf-net-release) - [**2017CVPR**] Comparative Evaluation of Hand-Crafted and Learned Local Features - [**2016ECCV**] LIFT: Learned Invariant Feature Transform [[Theano]](https://github.com/cvlab-epfl/LIFT) [[TF]](https://github.com/cvlab-epfl/tf-lift) [[Eduard Trulls]](https://etrulls.github.io/) #### - Line Detection - Line as object: datasets and framework for semantic line segment detection, arXiv2019.9 - [**2020PAMI**] Learning Regional Attraction for Line Segment Detection - [**2019CVPR**] Learning Attraction Field Repre
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matched fp:5541396cd7d776f2, topic:awesome, topic:awesome-list, desc:curated list
matched fp:5541396cd7d776f2, topic:alignment, name:alignment, desc:alignment