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Netflora

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<a href="https://colab.research.google.com/drive/16nydPteUlpXo1tcIC0DWrQr05Z3m-npU?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a>

<p align="justify">The Netflora Project involves the application of geotechnologies in forest automation and carbon stock mapping in native forest areas in Western Amazonia. It is an initiative developed by Embrapa Acre with sponsorship from the JBS Fund for the Amazon. <p align="justify"> Here we will discuss the "Forest Inventory using drones" component. Drones and artificial intelligence are used to automate stages of the forest inventory in identifying strategic species. More than 50,000 hectares of forest areas have already been mapped with the goal of collecting information to compose the Netflora dataset. <div style="display: flex;"> <img src="https://github.com/NetFlora/NetFlora/blob/main/logo/Netflora.png?raw=true" width="200" alt="Netflora Logo"> <img src="https://github.com/NetFlora/NetFlora/blob/main/logo/Embrapa-Acre.png?raw=true" width="200" alt="Embrapa Acre Logo"> <img src="https://github.com/NetFlora/NetFlora/blob/main/logo/Fundo-JBS.png?raw=true" width="200" alt="JBS Fund Logo"> </div>

Running the Detection

!python detect.py --device 0 --weights model_weights.pt --img 1536

Visualizing Detection Results

!python results.py --graphics --conf 0.25

Examples of Detection by Algorithms

<div style="display: flex;"> <img src="https://github.com/NetFlora/NetFlora/blob/main/inference/images/Acai.jpg?raw=true" width="230" alt="Acai"> <img src="https://github.com/NetFlora/NetFlora/blob/main/inference/images/Palmeiras.jpg?raw=true" width="250" alt="Palm"> <img src="https://github.com/NetFlora/NetFlora/blob/main/inference/images/PFMNs.jpg?raw=true" width="230" alt="PFMNs"> </div>

Website

https://www.embrapa.br/acre/netflora

Citation

License

Distributed under the GPL 3.0 license. See LICENSE for more information.

Useful Links

We appreciate your interest for the Netflora project!

Acknowledgements

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