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<p align="center">
  <img src="https://gitlab.com/trapper-project/trapper-ai-worker/-/raw/main/OSCF-TRAPPER-AI-logo.png">
</p>

<div align="center"> 
<font size="6">TrapperAI model for for 18 European mammal species classification</font>
<br>
<hr>
</div>

## 🐺 Overview

The TrapperAI model is responsible for the detection and classification of 18 European mammal species with a **95% F1-score** and **93% mAP50-95**. This model is based on the fine-tuned [YOLOv8-m](https://github.com/ultralytics/ultralytics) model and can be loaded and utilized directly through the Ultralytics package interface or via the TRAPPER ecosystem ([TrapperAI Worker](https://gitlab.com/trapper-project/trapper-ai-worker)).

The dataset used for model training and evaluation comprised **401,458** camera trap images from Poland, Germany, Sweden, Austria, and Switzerland. The data repository consisted of **5,680 deployments** and **2,944 locations**.

List of supported species:

* Bird
* Cat
* Chamois
* Dog
* Eurasian Lynx
* Eurasian Red Squirrel
* European Badger
* European Mouflon
* Fallow Deer
* Gray Wolf
* Hare
* Marten
* Moose
* Red Deer
* Red Fox
* Reindeer
* Roe Deer
* Wild Boar

The recommended image resolution for the model is 1280px.

## 🏢 Who is using TRAPPER?
* Mammal Research Institute Polish Academy of Sciences;
* Karkonosze National Park;
* Swedish University of Agricultural Sciences;
* Svenska Jägareförbundet;
* Meles Wildbiologie;
* University of Freiburg Wildlife Ecology and Management;
* Bavarian Forest National Park;
* Georg-August-Universität Göttingen;
* KORA - Carnivore Ecology and Wildlife Management;
* and many more individual scientists and ecologies;

## 💲 Funders and Partners
<p align="center">
  <img src="https://gitlab.com/trapper-project/trapper-ai-worker/-/raw/main/TRAPPER-funds.png">
</p>
<p align="center">
  <img src="https://gitlab.com/trapper-project/trapper-ai-worker/-/raw/main/TRAPPER-partners.png">
</p>

## 🤝 Support

Feel free to add a new issue with a respective title and description on the [TRAPPER issue tracker](https://gitlab.com/trapper-project/trapper/-/issues). If you already found a solution to your problem, we would be happy to review your pull request.

If you prefer direct contact, please let us know: `contact@os-conservation.org`

We also have [TRAPPER Mailing List](https://groups.google.com/d/forum/trapper-project) and [TRAPPER Slack](https://join.slack.com/t/trapperproject/shared_invite/zt-2f360a5pu-CzsIqJ6Y~iCa_dmGXVNB7A).

## 📜 License

Read more in [TRAPPER License](https://gitlab.com/oscf/trapper-ai-worker/-/blob/main/LICENSE).