Efficient On-device Bird Song Recognition Using TinyML Models on Low-power Wireless Acoustic Sensors

TinyChirp, a comprehensive approach, can robustly detect individual bird species with high precision and extend the lifetime of autonomous recording units from 2 weeks to 8 weeks by efficiently processing and storing only relevant bird songs on low-power microcontroller-based devices.