TinyML for Environmental Monitoring - Bird Species Image Recognition on Resource-Constrained Devices
Abstract
This dataset contains images of birds visiting (smart) bird feeders in Central Europe (mostly Germany). Currently the dataset contains about 30,000 images of 16 bird species collected and validated within a respective citizen science project. The project and live data are available at https://wiediversistmeingarten.org/view/. Details about the dataset can be found in the respective ECML PKDD 2026 research paper where the data was used to train and evaluate TinyML models for deployment on ESP32-S3 based microcontrollers.
Fields of Study & Subjects
Advanced Neural Network Applications
Smart Agriculture and AI
IoT and Edge/Fog Computing
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 12 March 2026
- Language
- EN
- Document type
- Dataset