Research Article
Image Multithreshold Segmentation Method Based on Improved Harris Hawk Optimization
Table 5
Experimental results based on Otsu.
| Image | Threshold number | IMHHO | HHO-DE | SFO | EO | PFA | PSNR | MEAN | STD | PSNR | MEAN | STD | PSNR | MEAN | STD | PSNR | MEAN | STD | PSNR | MEAN | STD |
| Cameraman | 2 | 19.0884 | 3650.1 | 0.1676 | 18.9722 | 3649.7 | 0.3947 | 19.0866 | 3649.0 | 1.4077 | 19.0678 | 3648.8 | 0.3900 | 19.0317 | 3648.5 | 1.0510 | 3 | 20.8002 | 3724.1 | 1.4060 | 20.1808 | 3721.9 | 2.1678 | 20.1612 | 3722.8 | 2.2895 | 20.6880 | 3721.2 | 1.4545 | 20.0396 | 3720.2 | 2.4159 | 4 | 23.6948 | 3773.7 | 3.9335 | 20.9759 | 3772.1 | 1.0813 | 22.0726 | 3759.2 | 10.4571 | 23.5608 | 3778.2 | 1.0624 | 22.0721 | 3768.3 | 4.0947 | 5 | 26.8370 | 3805.3 | 3.3621 | 24.9971 | 3797.6 | 3.0961 | 25.6393 | 3803.6 | 7.4071 | 25.9862 | 3802.8 | 4.7896 | 25.6644 | 3794.0 | 3.3807 |
| Cameraman-transformed | 2 | 20.0997 | 6099.9 | 0.0139 | 20.0881 | 6099.7 | 0.1588 | 19.9218 | 6098.9 | 0.6209 | 20.0859 | 6099.5 | 0.1809 | 19.9042 | 6099.3 | 0.2296 | 3 | 21.6693 | 6152.4924 | 0.3951 | 21.2673 | 6147.2 | 1.7100 | 21.2746 | 6146.9 | 1.7982 | 21.2666 | 6148.5 | 0.4324 | 21.2470 | 6147.9 | 0.6152 | 4 | 23.9418 | 6175.4 | 1.0054 | 22.4052 | 6168.6 | 3.2199 | 22.5905 | 6169.3 | 1.1284 | 23.3834 | 6171.6 | 1.4231 | 23.3689 | 6167.0 | 1.5290 | 5 | 25.5184 | 6192.3 | 1.3590 | 24.5047 | 6188.0 | 4.4976 | 24.9152 | 6187.2 | 2.0383 | 24.2330 | 6191.03 | 0.6300 | 23.7302 | 6188.8 | 2.3408 |
| Lena | 2 | 20.6320 | 1963.2 | 1.0241 | 20.4720 | 1961.2 | 1.2701 | 20.4720 | 1959.9 | 1.9788 | 20.6252 | 1960.7 | 0.2502 | 20.6120 | 1961.1 | 0.2871 | 3 | 23.9187 | 2124.5 | 3.0557 | 23.8529 | 2124.0 | 2.0164 | 24.0407 | 2125.3 | 1.2221 | 23.9187 | 2126.8 | 1.1267 | 23.7256 | 2119.21 | 4.1791 | 4 | 25.4614 | 2185.0 | 3.0563 | 24.8838 | 2175.9 | 3.9324 | 25.4414 | 2175.2 | 11.6551 | 25.0461 | 2178.5 | 2.0238 | 25.0400 | 2177.9 | 3.9863 | 5 | 26.2481 | 2211.7 | 3.7748 | 26.1641 | 2203.3 | 4.0519 | 26.1508 | 2202.7 | 5.8417 | 25.8482 | 2198.8 | 4.5770 | 25.7610 | 2197.5 | 5.1588 |
| Lena-transformed | 2 | 18.4340 | 3935.6 | 1.1993 | 18.3839 | 3932.2 | 0.5844 | 18.3677 | 3929.1 | 3.0847 | 18.4372 | 3932.7 | 0.3335 | 18.4215 | 3932.2 | 1.5516 | 3 | 21.7737 | 4177.3 | 0.2158 | 21.3431 | 4176.5 | 1.3923 | 20.9217 | 4168.1 | 3.9564 | 21.6603 | 4176.6 | 0.3629 | 21.7398 | 4175.0 | 1.4354 | 4 | 25.1900 | 4274.2 | 2.0525 | 24.4232 | 4272.2 | 5.9910 | 24.2778 | 4273.8 | 3.8762 | 24.8839 | 4269.8 | 4.2990 | 24.7227 | 4270.6 | 7.5703 | 5 | 27.1659 | 4320.0 | 1.1012 | 26.3552 | 4317.1 | 1.2442 | 25.7180 | 4309.4 | 6.2374 | 25.8277 | 4310.2 | 4.8961 | 24.6820 | 4300.2 | 3.9989 |
| Baboon | 2 | 20.2959 | 1548.3 | 0.1102 | 20.2566 | 1546.2 | 0.3547 | 20.1615 | 1548.1 | 0.0469 | 20.2672 | 1547.6 | 0.4741 | 20.2191 | 1547.4 | 0.3930 | 3 | 21.9392 | 1639.1 | 1.5882 | 21.6273 | 1628.4 | 2.1853 | 21.8991 | 1633.0 | 2.8692 | 21.9823 | 1632.2 | 3.5540 | 21.8027 | 1627.7 | 3.1475 | 4 | 24.2525 | 1685.9 | 2.3533 | 23.1370 | 1683.2 | 2.9213 | 24.0443 | 1663.1 | 3.2419 | 23.2191 | 1683.5 | 4.5996 | 23.0956 | 1674.99 | 10.7087 | 5 | 24.9511 | 1722.5 | 1.8239 | 23.5390 | 1702.5 | 1.0843 | 24.3702 | 1710.3 | 3.3113 | 23.1105 | 1700.9 | 1.8669 | 24.6986 | 1702.4 | 9.7758 |
| Baboon-transformed | 2 | 19.2000 | 4507.3 | 0.1584 | 19.1126 | 4506.0 | 1.0816 | 19.1317 | 4506.0 | 1.6578 | 19.1126 | 4506.5 | 0.7411 | 19.1430 | 4506.5 | 0.9250 | 3 | 22.0533 | 4704.8 | 1.6916 | 22.0396 | 4702.6 | 2.3214 | 21.7006 | 4698.4 | 3.7264 | 21.4803 | 4697.0 | 1.0019 | 21.9780 | 4699.1 | 4.6795 | 4 | 23.9658 | 4759.2 | 1.1612 | 23.4362 | 4749.8 | 1.1940 | 22.9558 | 4750.8 | 1.5767 | 23.8115 | 4749.7 | 2.2898 | 22.5026 | 4748.0 | 3.8166 | 5 | 25.5808 | 4789.2 | 1.3938 | 22.9976 | 4771.5 | 6.2706 | 24.0719 | 4782.5 | 4.0000 | 24.4393 | 4777.0 | 4.4770 | 24.8488 | 4781.1 | 1.5116 |
| Peppers | 2 | 19.0847 | 2868.3 | 0.2067 | 19.0078 | 2864.1 | 1.2345 | 19.0941 | 2864.1 | 1.1196 | 19.0415 | 1547.4 | 0.3930 | 19.0487 | 2865.6 | 0.2040 | 3 | 22.1027 | 3065.1 | 0.8679 | 21.6813 | 3061.8 | 2.7666 | 21.6421 | 3057.6 | 10.2922 | 21.9757 | 3061.0 | 1.6832 | 21.26396 | 3056.1 | 5.1090 | 4 | 25.8249 | 3149.3 | 1.3292 | 25.6163 | 3125.6 | 2.1509 | 25.6209 | 3144.6 | 5.2335 | 25.7219 | 3146.2 | 2.8446 | 22.9884 | 3119.5 | 9.4487 | 5 | 27.1213 | 3189.2 | 1.9256 | 27.0356 | 3175.0 | 2.0912 | 26.8410 | 3181.9 | 2.7068 | 25.7633 | 3177.1 | 1.8172 | 26.8348 | 3176.9 | 4.6343 |
| Peppers-transformed | 2 | 19.9752 | 3935.7 | 0.2289 | 19.8371 | 3928.4 | 0.0240 | 19.9002 | 3927.8 | 0.7888 | 19.5700 | 3927.5 | 0.8232 | 19.8367 | 3927.8 | 0.7707 | 3 | 21.9685 | 4054.4 | 1.7621 | 21.1776 | 4042.1 | 3.5745 | 21.2917 | 4037.7 | 3.2105 | 21.1766 | 4043.3 | 2.3317 | 21.7251 | 4042.3 | 1.3979 | 4 | 25.9491 | 4099.7 | 2.0278 | 24.5706 | 4090.9 | 3.6091 | 25.0008 | 4081.5 | 3.5885 | 25.2831 | 4088.7 | 3.8468 | 24.9007 | 4089.5 | 4.9932 | 5 | 26.9672 | 4223.4 | 2.2051 | 25.0619 | 4176.9 | 3.0843 | 25.3931 | 4118.9 | 5.1739 | 25.5128 | 4118.9 | 5.1739 | 26.0913 | 4112.4 | 7.4139 |
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