Acoustic Scene Classification and Visualization of Beehive Sounds Using Machine Learning Algorithms and Grad-CAM

Table 4

Detailed classification performance by class using MFCCs.

Model	Class	Precision	Recall	F1-score
SVM	Bee	0.99	0.85	0.92
	noBee	0.29	0.91	0.44
Random Forest	Bee	0.98	0.88	0.93
	noBee	0.47	0.88	0.61
XGBoost	Bee	0.98	0.90	0.94
	noBee	0.54	0.90	0.67
Shallow CNN	Bee	0.99	0.90	0.94
	noBee	0.56	0.93	0.70
VGG-13	Bee	0.99	0.94	0.96
	noBee	0.73	0.85	0.79