Table 10.
The performance results of AOA based on HOG descriptor against other recent optimizers for Gallagher’s dataset
| Gallagher’s dataset – HOG Descriptor | |||||||
|---|---|---|---|---|---|---|---|
| Algorithms | Fitness | Accuracy | Recall | Precision | Fscore | Selection R | CPU tiime |
| HHO | 0.9336 | 0.9405 | 0.9476 | 0.9477 | 0.9476 | 0.5510 | 18317.6000 |
| SCA | 0.9125 | 0.9137 | 0.9165 | 0.9143 | 0.9152 | 0.4490 | 19271.4500 |
| EO | 0.9387 | 0.9405 | 0.9416 | 0.9426 | 0.9420 | 0.4898 | 8490.3050 |
| EPO | 0.9100 | 0.912 | 0.9130 | 0.9144 | 0.9136 | 0.5306 | 16416.4600 |
| MRFO | 0.9451 | 0.9501 | 0.9549 | 0.9553 | 0.9550 | 0.5306 | 9257.9900 |
| HGSO | 0.9167 | 0.9183 | 0.9212 | 0.9198 | 0.9204 | 0.4898 | 1449.6810 |
| MVO | 0.9169 | 0.9196 | 0.9202 | 0.9230 | 0.9213 | 0.5918 | 1319.9640 |
| AOA | 0.9515 | 0.9551 | 0.9600 | 0.9583 | 0.9588 | 0.4082 | 573.8000 |