TrapperAI model for for 18 European mammal species classification
## 🐺 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 1024px. The model's performance enables the processing of ~30,000 images in one hour using a single NVIDIA GPU with more than 11 GB of vRAM.
## 🏢 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
## 🤝 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).