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License: CC BY
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License: CC BY
Data sources: Datacite
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Collection . 2025
License: CC BY
Data sources: Datacite
ZENODO
Collection . 2025
License: CC BY
Data sources: Datacite
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Data and code for: "From underwater to drone: a novel multi-scale knowledge distillation approach for coral reef monitoring"

Authors: Contini, Matteo;

Data and code for: "From underwater to drone: a novel multi-scale knowledge distillation approach for coral reef monitoring"

Abstract

# Deposit Structure ## **DATA** ### **Input** This folder contains all the input files used in the study: - **Aerial orthophotos** - **Aerial annotations on the test set** - **Aerial annotated tiles** - **Underwater fine-scale predictions** ### **Output** This folder contains all the output files generated in the study: - **Aerial tiles**: - Annotated tiles used for AI model training are stored in the `annotated_images_png` folder. - Unannotated tiles used for AI model testing are located in the `unlabeled_images_png` folder. - **Aerial annotations**: - Annotations derived from fine-scale predictions are saved as spatialized `.csv` files for easy integration and analysis. - **Aerial predictions**: - AI model predictions on unlabeled tiles are organized within the `IA` subfolder and provided in two formats: - A spatialized `.csv` file for data analysis. - GIS-compatible `.tif` layers for seamless integration into geographic information systems. --- ## **CODE** - **DinoVdeau**: This folder contains the code used to train the underwater (fine-scale) deep-learning model and the aerial (medium-scale) deep-learning model. - **Drone-upscaling**: This folder contains the code used to generate aerial annotations from underwater predictions. - **predict_drone**: This folder contains the code to make predictions with the aerial model on a test set or on unlabeled images.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average