Table 6.
Comparison of the present method with other optimisation based FS methods.
| Algorithm | Pop size | Max_itn | % Acc | % inc(acc) | Features | % decrease | Fit Evn | hh:mm:ss |
|---|---|---|---|---|---|---|---|---|
| DenseNet | N/A | N/A | 93.52 | 0.00 | 1920 | 0 | N/A | N/A |
| GA [42] | 15 | 15 | 97.70 | 4.18 | 642 | 66.56 | 730 | 00:05:19 |
| GSA [48] | 15 | 15 | 98.28 | 4.76 | 1346 | 29.89 | 256 | 00:03:26 |
| GWO [44] | 15 | 15 | 97.63 | 4.11 | 704 | 63.33 | 650 | 00:03:46 |
| PSO [45] | 15 | 15 | 97.63 | 4.11 | 918 | 52.19 | 256 | 00:03:15 |
| HS [46] | 10 | 15 | 98.34 | 4.82 | 642 | 66.56 | 271 | 00:03:09 |
| MA [49] | 15 | 15 | 98.34 | 4.82 | 1346 | 29.89 | 2521 | 00:37:29 |
| BBA [47] | 15 | 15 | 98.34 | 4.82 | 607 | 68.38 | 490 | 00:04:38 |
| WOA [43] | 15 | 15 | 98.34 | 4.82 | 812 | 57.71 | 720 | 00:04:12 |
| SCA [50] | 15 | 15 | 98.12 | 4.60 | 619 | 67.76 | 432 | 00:03:57 |
| RDA [51] | 15 | 15 | 98.03 | 4.51 | 402 | 79.06 | 1230 | 00:12:48 |
| EO [52] | 15 | 15 | 98.12 | 4.60 | 662 | 65.52 | 398 | 00:03:21 |
| HS-MA [53] | 20 | 20 | 98.34 | 4.82 | 912 | 52.50 | 12342 | 02:30:47 |
| SSD-LAHC [54] | 30 | 25 | 98.52 | 5.00 | 902 | 53.02 | 9234 | 02:19:53 |
| HAGWO [55] | 15 | 15 | 98.36 | 4.84 | 1236 | 35.62 | 2000 | 01:28:36 |
| RTHS [56] | 15 | 20 | 98.24 | 4.72 | 179 | 90.68 | 2925 | 00:10:32 |
| HHO | 10 | 15 | 98.42 | 4.90 | 476 | 75.21 | 776 | 00:02:30 |
| 10 | 15 | 98.85 | 5.33 | 469 | 75.57 | 3861 | 00:48:12 | |