4 papers
The Unbearable Weight: Scaling Models and Methods for UAV Audio Classification
Andrew P. Berg, Qian Zhang, Mia Y. Wang
As unmanned aerial vehicles (UAVs) become increasingly prevalent in consumer and defense settings, classifying them reliably from limited, modality-specific data is an urgent chall…
A Multiclass Acoustic Dataset and Interactive Tool for Analyzing Drone Signatures in Real-World Environments
Mia Y. Wang, Mackenzie Linn, Andrew P. Berg +1
The rapid proliferation of drones across various industries has introduced significant challenges related to privacy, security, and noise pollution. Current drone detection systems…
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning
Andrew P. Berg, Qian Zhang, Mia Y. Wang
As unmanned aerial vehicles (UAVs) become increasingly prevalent in both consumer and defense applications, the need for reliable, modality-specific classification systems grows in…
4,500 Seconds: Small Data Training Approaches for Deep UAV Audio Classification
Andrew P. Berg, Qian Zhang, Mia Y. Wang
Unmanned aerial vehicle (UAV) usage is expected to surge in the coming decade, raising the need for heightened security measures to prevent airspace violations and security threats…