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README.md
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<p align="center">
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<img src="https://gitlab.com/trapper-project/trapper-ai-worker/-/raw/main/OSCF-TRAPPER-AI-logo.png">
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</p>
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<div align="center">
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<font size="6">TrapperAI model for for 18 European mammal species classification</font>
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<br>
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<hr>
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</div>
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## 🐺 Overview
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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)).
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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**.
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List of supported species:
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* Bird
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* Cat
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* Chamois
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* Dog
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* Eurasian Lynx
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* Eurasian Red Squirrel
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* European Badger
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* European Mouflon
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* Fallow Deer
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* Gray Wolf
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* Hare
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* Marten
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* Moose
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* Red Deer
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* Red Fox
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* Reindeer
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* Roe Deer
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* Wild Boar
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The recommended image resolution for the model is 1280px.
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## 🏢 Who is using TRAPPER?
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* Mammal Research Institute Polish Academy of Sciences;
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* Karkonosze National Park;
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* Swedish University of Agricultural Sciences;
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* Svenska Jägareförbundet;
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* Meles Wildbiologie;
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* University of Freiburg Wildlife Ecology and Management;
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* Bavarian Forest National Park;
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* Georg-August-Universität Göttingen;
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* KORA - Carnivore Ecology and Wildlife Management;
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* and many more individual scientists and ecologies;
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## 💲 Funders and Partners
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<p align="center">
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<img src="https://gitlab.com/trapper-project/trapper-ai-worker/-/raw/main/TRAPPER-funds.png">
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</p>
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<p align="center">
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<img src="https://gitlab.com/trapper-project/trapper-ai-worker/-/raw/main/TRAPPER-partners.png">
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</p>
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## 🤝 Support
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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.
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If you prefer direct contact, please let us know: `[email protected]`
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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).
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## 📜 License
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Read more in [TRAPPER License](https://gitlab.com/oscf/trapper-ai-worker/-/blob/main/LICENSE).
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