Research Article
Multilevel Image Segmentation Based on an Improved Firefly Algorithm
Table 4
Objective function values obtained by the four methods.
| Test images | | Objective function values | DPSO | HDE | FA | IFA |
| Lena | 2 | 1993.294 | 1993.294 | 1993.294 | 1993.294 | 3 | 2162.980 | 2162.980 | 2162.980 | 2162.980 | 4 | 2229.253 | 2229.253 | 2229.253 | 2229.253 | 5 | 2253.910 | 2253.905 | 2253.910 | 2253.910 |
| Cameraman | 2 | 3650.335 | 3650.335 | 3650.335 | 3650.335 | 3 | 3725.715 | 3725.715 | 3725.715 | 3725.715 | 4 | 3780.663 | 3780.687 | 3780.687 | 3780.687 | 5 | 3811.995 | 3811.969 | 3812.009 | 3812.009 |
| Baboon | 2 | 1712.177 | 1712.177 | 1712.177 | 1712.177 | 3 | 1805.536 | 1805.536 | 1805.536 | 1805.536 | 4 | 1858.560 | 1858.496 | 1858.560 | 1858.560 | 5 | 1888.173 | 1887.624 | 1888.204 | 1888.204 |
| Peppers | 2 | 2532.321 | 2532.321 | 2532.321 | 2532.321 | 3 | 2703.572 | 2703.572 | 2703.572 | 2703.572 | 4 | 2766.459 | 2766.459 | 2766.459 | 2766.459 | 5 | 2810.842 | 2810.830 | 2810.842 | 2810.842 |
| QFN1 | 2 | 8639.842 | 8639.842 | 8639.842 | 8639.842 | 3 | 8712.686 | 8712.686 | 8712.686 | 8712.686 | 4 | 8744.161 | 8744.161 | 8744.161 | 8744.161 | 5 | 8759.376 | 8759.372 | 8759.375 | 8759.376 |
| QFN2 | 2 | 9863.972 | 9863.972 | 9863.972 | 9863.972 | 3 | 9925.391 | 9925.391 | 9925.391 | 9925.391 | 4 | 9953.834 | 9953.834 | 9953.834 | 9953.834 | 5 | 9967.853 | 9967.858 | 9967.862 | 9967.862 |
| QFN3 | 2 | 9303.764 | 9303.764 | 9303.764 | 9303.764 | 3 | 9376.492 | 9376.492 | 9376.492 | 9376.492 | 4 | 9408.903 | 9408.896 | 9408.903 | 9408.903 | 5 | 9425.306 | 9425.307 | 9425.307 | 9425.307 |
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