Research Article
Image Multithreshold Segmentation Method Based on Improved Harris Hawk Optimization
Table 6
Experimental results based on Renyi entropy.
| 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 | 16.8288 | 4.9899 | 0.0013 | 16.4819 | 4.9876 | 0.0021 | 16.5259 | 4.9545 | 0.0016 | 16.6501 | 4.9834 | 0.0034 | 16.7458 | 4.9833 | 0.0053 | 3 | 21.8257 | 6.3598 | 0.0197 | 21.7609 | 6.3315 | 0.0377 | 21.7684 | 6.2832 | 0.0722 | 21.7538 | 6.3430 | 0.0262 | 21.5186 | 6.2957 | 0.0500 | 4 | 26.2161 | 7.7124 | 0.0457 | 25.4953 | 7.6726 | 0.0484 | 25.9843 | 7.6155 | 0.0793 | 26.1177 | 7.7007 | 0.0625 | 25.5857 | 7.6985 | 0.0768 | 5 | 27.5574 | 8.8832 | 0.0440 | 26.7661 | 8.7951 | 0.0465 | 25.8616 | 8.8755 | 0.0541 | 26.0527 | 8.8388 | 0.0497 | 26.5031 | 8.7673 | 0.0705 |
| Cameraman-transformed | 2 | 22.9726 | 3.8943 | 0.0012 | 22.6337 | 3.8617 | 0.0020 | 22.4895 | 3.8557 | 0.0144 | 22.4726 | 3.8640 | 0.0017 | 22.3911 | 3.8537 | 0.0104 | 3 | 25.0708 | 5.3491 | 0.0190 | 24.6892 | 5.3488 | 0.0204 | 24.9521 | 5.3406 | 0.0510 | 24.2488 | 5.3584 | 0.0066 | 23.9675 | 5.3318 | 0.0306 | 4 | 27.3064 | 6.8045 | 0.0118 | 26.6975 | 6.7620 | 0.0642 | 26.4832 | 6.7785 | 0.0176 | 26.3852 | 6.7976 | 0.0102 | 24.6354 | 6.5601 | 0.0895 | 5 | 28.8269 | 7.9766 | 0.0397 | 27.7662 | 7.8670 | 0.0765 | 27.5691 | 7.9483 | 0.0534 | 27.2407 | 7.9500 | 0.0444 | 26.9240 | 7.8433 | 0.1145 |
| Lena | 2 | 21.2228 | 5.29438 | 0.0013 | 21.2221 | 5.2919 | 0.0008 | 21.1228 | 5.2933 | 0.0014 | 21.1782 | 5.2920 | 0.0022 | 21.2025 | 5.2893 | 0.0037 | 3 | 23.9928 | 6.5685 | 0.0060 | 23.8824 | 6.5586 | 0.0041 | 23.6558 | 6.5510 | 0.0110 | 23.7421 | 6.5511 | 0.0069 | 23.8157 | 6.5540 | 0.0076 | 4 | 25.2483 | 7.6783 | 0.0133 | 24.8414 | 7.6681 | 0.0260 | 25.0006 | 7.6557 | 0.0235 | 24.7115 | 7.6613 | 0.0132 | 25.1864 | 7.6653 | 0.0089 | 5 | 26.9077 | 8.7609 | 0.0565 | 26.1303 | 8.7196 | 0.0820 | 25.6008 | 8.7193 | 0.0943 | 25.6374 | 8.7303 | 0.0126 | 25.6206 | 8.6916 | 0.0605 |
| Lena-transformed | 2 | 17.5262 | 4.2467 | 0.0024 | 15.5887 | 4.0465 | 0.0030 | 17.3988 | 4.0441 | 0.0013 | 15.5887 | 4.0476 | 0.0032 | 15.7589 | 4.0445 | 0.0010 | 3 | 21.8272 | 5.4451 | 0.0054 | 21.1423 | 5.3433 | 0.0075 | 21.2042 | 5.3331 | 0.0083 | 21.1481 | 5.3487 | 0.0032 | 21.3214 | 5.3346 | 0.0151 | 4 | 23.2937 | 6.6175 | 0.0075 | 22.5267 | 6.5603 | 0.0393 | 22.8686 | 6.5087 | 0.0104 | 23.0741 | 6.5729 | 0.0157 | 23.0468 | 6.5501 | 0.0288 | 5 | 26.0862 | 7.7781 | 0.0702 | 24.3911 | 7.7465 | 0.0712 | 22.9114 | 7.6751 | 0.0366 | 25.7832 | 7.7152 | 0.1250 | 23.5166 | 7.6905 | 0.0740 |
| Baboon | 2 | 20.3327 | 5.2185 | 0.0002 | 20.2251 | 5.2107 | 0.0009 | 20.2251 | 5.2107 | 0.0009 | 20.2251 | 5.2109 | 0.0005 | 20.2142 | 5.2088 | 0.0021 | 3 | 21.5933 | 6.5082 | 0.0019 | 21.5191 | 6.4938 | 0.0083 | 21.3096 | 6.4826 | 0.0160 | 21.2203 | 6.5037 | 0.0020 | 21.5635 | 6.4908 | 0.0119 | 4 | 22.7100 | 7.7122 | 0.0051 | 22.4336 | 7.6634 | 0.0185 | 22.1701 | 7.6826 | 0.0212 | 22.5418 | 7.7059 | 0.0148 | 23.1717 | 7.6806 | 0.0116 | 5 | 24.2430 | 8.8268 | 0.0223 | 24.0304 | 8.7755 | 0.0462 | 23.5508 | 8.8193 | 0.0389 | 23.9204 | 8.8137 | 0.0256 | 23.1716 | 8.7362 | 0.0249 |
| Baboon-transformed | 2 | 18.5812 | 3.8094 | 0.0000 | 18.3812 | 3.8092 | 0.0002 | 18.4499 | 3.8067 | 0.0029 | 18.3812 | 3.8094 | 5.5774 | 18.3812 | 3.8092 | 0.0002 | 3 | 22.9745 | 5.2104 | 0.0094 | 22.1814 | 5.1893 | 0.0005 | 22.3336 | 5.1772 | 0.0135 | 22.2628 | 5.1881 | 0.0016 | 22.4023 | 5.1855 | 0.0040 | 4 | 23.9176 | 6.4604 | 0.0062 | 23.3477 | 6.4401 | 0.0164 | 23.6015 | 6.3724 | 0.0735 | 23.7348 | 6.4643 | 0.0051 | 23.7946 | 6.4463 | 0.0115 | 5 | 25.1203 | 7.6123 | 0.0211 | 24.2451 | 7.6027 | 0.0280 | 24.3522 | 7.5928 | 0.0329 | 24.4263 | 7.6031 | 0.0016 | 23.8654 | 7.5864 | 0.0305 |
| Peppers | 2 | 20.6598 | 5.3482 | 0.0021 | 20.5531 | 5.3443 | 0.0029 | 20.6385 | 5.3472 | 0.0040 | 20.5432 | 5.3485 | 7.0250 | 20.6389 | 5.3453 | 0.0056 | 3 | 22.4991 | 6.7450 | 0.0287 | 22.4136 | 6.6982 | 0.0378 | 22.1454 | 6.7257 | 0.0640 | 22.2312 | 6.7555 | 0.0197 | 22.4176 | 6.7585 | 0.0112 | 4 | 25.5525 | 7.9801 | 0.0305 | 25.0010 | 7.9405 | 0.0445 | 23.2766 | 7.9030 | 0.0450 | 25.2300 | 7.9707 | 0.0458 | 24.8265 | 7.9185 | 0.0675 | 5 | 26.7335 | 9.1153 | 0.0077 | 26.2390 | 9.0426 | 0.0146 | 26.6468 | 9.0438 | 0.0581 | 26.3325 | 9.0575 | 0.0185 | 26.5189 | 9.0019 | 0.0486 |
| Peppers-transformed | 2 | 18.6160 | 4.0967 | 0.0040 | 18.5168 | 4.0677 | 0.0058 | 18.4561 | 4.0671 | 0.0075 | 18.4411 | 4.0590 | 0.0064 | 18.4411 | 4.0622 | 0.0069 | 3 | 20.0216 | 5.4939 | 0.0173 | 19.8231 | 5.4687 | 0.0292 | 19.5747 | 5.4234 | 0.0226 | 19.3507 | 5.4210 | 0.0475 | 19.8458 | 5.4225 | 0.0771 | 4 | 25.5211 | 6.7514 | 0.0116 | 25.2559 | 6.6949 | 0.0133 | 24.9096 | 6.6041 | 0.0296 | 24.8699 | 6.6807 | 0.0181 | 24.8613 | 6.6397 | 0.0389 | 5 | 28.3026 | 7.9600 | 0.0822 | 27.9741 | 7.9179 | 0.0997 | 27.8286 | 7.8786 | 0.1338 | 27.2598 | 7.9405 | 0.0154 | 27.7513 | 7.8286 | 0.1122 |
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