Table 2.
Summary of the evaluation compared with ground truth on CNN and other methods.
| Methods | Precision | Recall | F1-score | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Mean ± std | Max | Min | 80% | Mean ± std | Max | Min | 80% | Mean ± std | Max | Min | 80% | |
| CNN1 | 0.94 ± 0.04 | 0.99 | 0.85 | 0.99 | 0.87 ± 0.10 | 0.99 | 0.67 | 0.97 | 0.90 ± 0.05 | 0.97 | 0.80 | 0.96 |
| CNN2 | 0.93 ± 0.07 | 0.99 | 0.76 | 0.99 | 0.92 ± 0.07 | 1.0 | 0.73 | 0.98 | 0.92 ± 0.04 | 0.98 | 0.80 | 0.96 |
| LSVM | 0.92 ± 0.06 | 0.99 | 0.80 | 0.97 | 0.76 ± 0.12 | 0.91 | 0.49 | 0.89 | 0.82 ± 0.08 | 0.94 | 0.63 | 0.90 |
| LSVML | 0.78 ± 0.15 | 0.97 | 0.41 | 0.90 | 0.87 ± 0.09 | 1.0 | 0.67 | 0.96 | 0.81 ± 0.08 | 0.91 | 0.59 | 0.87 |
| LBT | 0.79 ± 0.13 | 0.97 | 0.58 | 0.91 | 0.96 ± 0.04 | 1.0 | 0.84 | 1.0 | 0.86 ± 0.09 | 0.98 | 0.69 | 0.94 |