Research Article
Hierarchical Artificial Bee Colony Optimizer with Divide-and-Conquer and Crossover for Multilevel Threshold Image Segmentation
Table 5
Performance of all algorithms on basic benchmark functions f1–f8.
| Function | HABC | CABC | CPSO | CMA-ES | ABC | PSO | GA |
| | Mean | 0 | | | 0 | | | | Std. | 0 | | | 0 | | | | Rank | 1 | 3 | 5 | 1 | 4 | 6 | 7 |
| | Mean | 0 | 4.91 | 3.41 | | | | | Std. | 0 | 5.65 | 1.96 | | | | | Rank | 1 | 5 | 4 | 2 | 3 | 6 | 7 |
| | Mean | 0 | | | 0 | | | | Std. | 0 | | | 0 | 3.97 | | | Rank | 1 | 6 | 4 | 1 | 5 | 3 | 7 |
| | Mean | | | | | | | | Std. | | | | | | | | Rank | 3 | 2 | 5 | 1 | 4 | 7 | 6 |
| Total rank 1 | 6 | 16 | 18 | 5 | 16 | 22 | 27 |
| | Mean | 0 | 0 | 1.35 | | | | | Std. | 0 | 0 | 0.97 | 5.98 | | | 5.41 | Rank | 1 | 1 | 4 | 6 | 3 | 5 | 7 |
| | Mean | 2.19 | | | | | | | Std. | 4.99 | | | | | | | Rank | 1 | 4 | 5 | 6 | 2 | 7 | 3 |
| | Mean | | | | | | 3.14 | | Std. | 0 | | | | | 6.13 | 2.15 | Rank | 1 | 2 | 5 | 7 | 4 | 6 | 8 |
| | Mean | 0 | | | | | | | Std. | 0 | | | | | | | Rank | 1 | 2 | 4 | 3 | 6 | 5 | 7 |
| Total rank 2 | 4 | 9 | 18 | 22 | 15 | 23 | 25 |
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