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GabrieleMeoni authored Sep 9, 2024
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The software is demonstrated on the first Sentinel-2 🛰️ Raw database for warm temperature hotspots 🔥 detection/classification, making it an ideal tool for a wide range of applications in remote sensing and earth observation🌍.
The package is written in Python and is open source💻, making it easy to use and modify for your specific needs.
The systme is based on [pytorch]("https://pytorch.org/"), which be installed with `CUDA` support, to enable GPU acceleation.
The use of `PyRawS` and ideas behind [raw](#raw) data is described in our paper [G. Meoni, R. D. Prete, F. Serva, A. De Beusscher, O. Colin and N. Longépé, "Unlocking the Use of Raw Multispectral Earth Observation Imagery for Onboard Artificial Intelligence," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 17, pp. 12521-12537, 2024, doi: 10.1109/JSTARS.2024.3418891](https://ieeexplore.ieee.org/abstract/document/10571848).

> [!IMPORTANT]
> NB: What we call raw data in this project are Sentinel-2 data generated by the decompression and metadata addition of Sentinel-2 L0 data. Because of that, with the exception of the effects due to onboard equalization and lossy compression, they are the most similar version of the rawest form of data acquired by the satellite's sensors. Both the compression and equalization are applied onboard the satellite to reduce the amount of data transmitted to the ground station. For easy naming convention, this repo refer to the term "Raw" as the products decompressed with ancillary information appended. For further information browse our paper at https://arxiv.org/abs/2305.11891 <a href="#fnref:1" class="reversefootnote">&#8617;</a></li>
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## Content of the repository
The PyRawS repository includes the following directories:

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## Contacts
Created by the European Space Agency $\Phi$-[lab](https://phi.esa.int/).

* Gabriele Meoni - [email protected] (previously, wit ESA $\Phi$-lab)
* Gabriele Meoni - [email protected]
* Roberto Del Prete - roberto.delprete at ext.esa.int and unina.it
* Nicolas Longepe - nicolas.longepe at esa.int
* Federico Serva - federico.serva at ext.esa.int
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