| <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 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 | |
| <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: `[email protected]` | |
| 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). |