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Including references
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avaimar committed Apr 5, 2024
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This is the code repository for "Locating and measuring marine aquaculture production
with remote sensing: a computer vision approach in the French Mediterranean."


Building on a manual survey of aquaculture production from remote sensing imagery, we train a
computer vision model to identify marine aquaculture cages from remote sensing imagery,
and generate a spatially explicit dataset of finfish production locations in the French
Mediterranean from 2000-2021.

To train our model, we use the mariculture locations in the Mediterranean identified by
[Trujillo et al. (2012)](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0030546),
which can be found in the following file: `data/aquaculture_med_dedupe.csv`.


![Methodology Overview](output/paper_figures/SimpleDiagram.jpg)

Citation: (TBD)
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* French aerial imagery: 286 aerial images (from IGN's [BD Ortho](https://geoservices.ign.fr/bdortho) series) containing 4,142 human-annotated finfish cage bounding boxes
* GEP imagery: 896 images containing 2,464 human-annotated finfish cage bounding boxes


### References

Google, Google Earth Pro, versions 7.3.4.8573-7.3.6.9326, Google Earth (2023);
https://earth.google.com.

Institut national de l’information géographique et forestière, BD704
ORTHO, version 2.0, République Française Géoservices (2023);
https://geoservices.ign.fr/documentation/donnees/ortho/bdortho.

P. Trujillo, C. Piroddi, J. Jacquet, Fish Farms at Sea: The Ground Truth from Google Earth.672
PLos One 7, e30546 (2012).

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