Table 4. F1-score of machine learning models using different colony sound features on three colony sound datasets.
| Datasets | Dataset 1 | Dataset 2 | Dataset 3 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Algorithm | KNN | DT | RF | SVM | KNN | DT | RF | SVM | KNN | DT | RF | SVM |
| VGGish | 94.79% | 93.45% | 94.42% | 91.55% | 86.58% | 85.17% | 85.93% | 81.49% | 91.06% | 88.82% | 89.21% | 89.03% |
| MFCC | 68.24% | 66.32% | 68.49% | 65.26% | 90.13% | 88.44% | 89.63% | 85.41% | 65.73% | 65.74% | 64.80% | 65.09% |