On a private 3,100-clip, 31-class drone audio dataset, full fine-tuning of EfficientNet-B0 with three augmentations reached 95.95% validation accuracy, the best of all compared models and PEFT methods.
Berg, *UA V Classification* [Computer software], Available: https: //github.com/AndrewPBerg/UA VClassification
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15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning
On a private 3,100-clip, 31-class drone audio dataset, full fine-tuning of EfficientNet-B0 with three augmentations reached 95.95% validation accuracy, the best of all compared models and PEFT methods.