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Update README.md
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robmarkcole committed Jul 31, 2022
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Expand Up @@ -397,6 +397,7 @@ Extracting roads is challenging due to the occlusions caused by other objects an
* [nia-road-baseline](https://github.com/SIAnalytics/nia-road-baseline) -> code for 2020 [paper](https://arxiv.org/abs/1908.08223): NL-LinkNet: Toward Lighter but More Accurate Road Extraction with Non-Local Operations
* [IRSR-net](https://github.com/yangzhen1252/IRSR-net) -> code for 2022 [paper](https://ieeexplore.ieee.org/document/9785827): Lightweight Remote Sensing Road Detection Network
* [hironex](https://github.com/johannesuhl/hironex) -> A python tool for automatic, fully unsupervised extraction of historical road networks from historical maps
* [Road_detection_model](https://github.com/JonasImazon/Road_detection_model) -> code for 2022 [paper](https://www.mdpi.com/2072-4292/14/15/3625): Mapping Roads in the Brazilian Amazon with Artificial Intelligence and Sentinel-2

### Segmentation - Buildings & rooftops
* [Semantic Segmentation on Aerial Images using fastai](https://medium.com/swlh/semantic-segmentation-on-aerial-images-using-fastai-a2696e4db127) uses U-Net on the Inria Aerial Image Labeling Dataset of urban settlements in Europe and the United States, and is labelled as a building and not building classes (no repo)
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* [ChangeDetectionPCAKmeans](https://github.com/rulixiang/ChangeDetectionPCAKmeans) -> MATLAB implementation for Unsupervised Change Detection in Satellite Images Using Principal Component Analysis and k-Means Clustering.
* [IRCNN](https://github.com/thebinyang/IRCNN) -> code for 2022 [paper](https://ieeexplore.ieee.org/abstract/document/9721897): IRCNN: An Irregular-Time-Distanced Recurrent Convolutional Neural Network for Change Detection in Satellite Time Series
* [UTRNet](https://github.com/thebinyang/UTRNet) -> An Unsupervised Time-Distance-Guided Convolutional Recurrent Network for Change Detection in Irregularly Collected Images
* [open-cd](https://github.com/likyoo/open-cd) -> an open source change detection toolbox based on a series of open source general vision task tools

## Time series
More general than change detection, time series observations can be used for applications including improving the accuracy of crop classification, or predicting future patterns & events. Crop yield is very typically application and has its own section below
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* [SatMVS](https://github.com/WHU-GPCV/SatMVS) -> code for 2021 paper: Rational Polynomial Camera Model Warping for Deep Learning Based Satellite Multi-View Stereo Matching
* [ImpliCity](https://github.com/prs-eth/ImpliCity) -> reconstructs digital surface models (DSMs) from raw photogrammetric 3D point clouds and ortho-images with the help of an implicit neural 3D scene representation
* [WHU-Stereo](https://github.com/Sheng029/WHU-Stereo) -> a large-scale dataset for stereo matching of high-resolution satellite imagery & several deep learning methods for stereo matching. Methods include StereoNet, Pyramid Stereo Matching Network & HMSM-Net
* [Photogrammetry-Guide](https://github.com/mikeroyal/Photogrammetry-Guide) -> A guide covering Photogrammetry including the applications, libraries and tools that will make you a better and more efficient Photogrammetry development
* [DSM-to-DTM](https://github.com/mdmeadows/DSM-to-DTM) -> Exploring the use of machine learning to convert a Digital Surface Model (e.g. SRTM) to a Digital Terrain Model

## Thermal Infrared
* [The World Needs (a lot) More Thermal Infrared Data from Space](https://towardsdatascience.com/the-world-needs-a-lot-more-thermal-infrared-data-from-space-dbbba389be8a)
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