Table 5 PSNR values obtained by various optimization algorithms using EC based Otsu and Kapur methods.
Image | Th | Otsu | Kapur | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ChBSAO ACS | SAO | DA | KH | GA | PSO | ChBSAOACS | SAO | DA | KH | GA | PSO | ||
test10 | 2 | 15.156 | 14.915 | 14.67 | 13.5481 | 14.669 | 13.187 | 12.998 | 12.512 | 12.2 | 12.19 | 11.956 | 12.2 |
3 | 19.562 | 19.321 | 19.076 | 14.6051 | 19.0085 | 16.948 | 17.61 | 17.124 | 16.812 | 16.784 | 16.483 | 16.791 | |
4 | 20.656 | 20.415 | 20.17 | 18.0927 | 20.122 | 18.351 | 22.338 | 21.852 | 21.54 | 21.428 | 21.12 | 21.477 | |
5 | 22.586 | 22.345 | 22.1 | 20.2068 | 22.034 | 19.69 | 26.708 | 26.222 | 25.91 | 25.577 | 25.377 | 25.73 | |
test11 | 2 | 15.016 | 14.775 | 14.53 | 14.4225 | 14.532 | 13.034 | 13.398 | 12.912 | 12.6 | 12.576 | 12.351 | 12.6 |
3 | 18.236 | 17.995 | 17.75 | 14.6255 | 17.7293 | 15.958 | 18.22 | 17.734 | 17.422 | 17.366 | 17.082 | 17.415 | |
4 | 19.026 | 18.785 | 18.54 | 17.697 | 18.5104 | 17.444 | 23.048 | 22.562 | 22.25 | 21.96 | 21.807 | 22.219 | |
5 | 22.016 | 21.775 | 21.53 | 20.1041 | 21.4719 | 19.136 | 27.428 | 26.942 | 26.63 | 26.251 | 26.6 | 26.44 | |
test2 | 2 | 10.616 | 10.375 | 10.13 | 8.7132 | 10.134 | 9.078 | 13.088 | 12.602 | 12.29 | 12.276 | 12.043 | 12.289 |
3 | 11.783 | 11.542 | 11.297 | 10.0853 | 11.3151 | 10.156 | 18.098 | 17.612 | 17.3 | 17.005 | 16.955 | 17.076 | |
4 | 12.656 | 12.415 | 12.17 | 11.4805 | 11.6385 | 11.644 | 22.378 | 21.892 | 21.58 | 21.246 | 21.159 | 21.355 | |
5 | 18.026 | 17.785 | 17.54 | 14.1203 | 14.8925 | 16.861 | 26.519 | 26.033 | 25.721 | 25.223 | 25.335 | 25.273 | |
test3 | 2 | 12.593 | 12.352 | 12.107 | 10.287 | 12.1114 | 10.918 | 13.287 | 12.801 | 12.489 | 12.528 | 12.3 | 12.476 |
3 | 19.532 | 19.291 | 19.046 | 12.1821 | 19.0373 | 17.091 | 18.168 | 17.682 | 17.37 | 17.116 | 17.046 | 17.084 | |
4 | 20.999 | 20.758 | 20.513 | 19.1492 | 20.497 | 18.389 | 22.473 | 21.987 | 21.675 | 21.425 | 21.274 | 21.442 | |
5 | 21.696 | 21.455 | 21.21 | 20.1831 | 21.1571 | 19.182 | 26.637 | 26.151 | 25.839 | 25.431 | 25.432 | 25.375 | |
test30 | 2 | 15.626 | 15.385 | 15.14 | 14.4597 | 15.136 | 13.585 | 12.958 | 12.472 | 12.16 | 12.11 | 11.918 | 12.16 |
3 | 17.206 | 16.965 | 16.72 | 15.2292 | 16.6983 | 15.049 | 18.088 | 17.602 | 17.29 | 17.199 | 16.946 | 17.284 | |
4 | 19.846 | 19.605 | 19.36 | 17.0289 | 19.188 | 17.418 | 22.668 | 22.182 | 21.87 | 21.694 | 21.436 | 21.826 | |
5 | 20.796 | 20.555 | 20.31 | 19.3267 | 20.2358 | 18.212 | 27.158 | 26.672 | 26.36 | 25.978 | 25.831 | 26.193 | |
test31 | 2 | 17.126 | 16.885 | 16.64 | 11.5916 | 16.641 | 14.938 | 12.768 | 12.282 | 11.97 | 11.914 | 11.728 | 11.959 |
3 | 17.892 | 17.651 | 17.406 | 16.8352 | 17.3939 | 15.602 | 17.498 | 17.012 | 16.7 | 16.554 | 16.367 | 16.685 | |
4 | 18.826 | 18.585 | 18.34 | 17.3622 | 18.2651 | 16.489 | 21.646 | 21.16 | 20.848 | 20.67 | 20.616 | 20.715 | |
5 | 18.926 | 18.685 | 18.44 | 18.2791 | 18.3613 | 16.822 | 26.056 | 25.57 | 25.258 | 24.614 | 24.926 | 24.627 | |
test4 | 2 | 17.599 | 17.358 | 17.113 | 9.8767 | 17.116 | 15.145 | 13.088 | 12.602 | 12.29 | 12.28 | 12.043 | 12.288 |
3 | 19.216 | 18.975 | 18.73 | 17.4631 | 18.7028 | 16.911 | 18.248 | 17.762 | 17.45 | 17.236 | 17.098 | 17.328 | |
4 | 19.866 | 19.625 | 19.38 | 18.8003 | 19.2365 | 17.488 | 22.688 | 22.202 | 21.89 | 21.534 | 21.464 | 21.745 | |
5 | 20.726 | 20.485 | 20.24 | 19.4868 | 20.1937 | 18.129 | 26.888 | 26.402 | 26.09 | 25.523 | 25.65 | 25.713 | |
test5 | 2 | 17.276 | 17.035 | 16.79 | 9.8326 | 16.789 | 15.181 | 12.538 | 12.052 | 11.74 | 11.728 | 11.509 | 11.738 |
3 | 18.776 | 18.535 | 18.29 | 17.1246 | 18.2185 | 16.359 | 17.568 | 17.082 | 16.77 | 16.572 | 16.441 | 16.684 | |
4 | 19.416 | 19.175 | 18.93 | 18.2989 | 18.9077 | 17.175 | 22.109 | 21.623 | 21.311 | 21.08 | 21.013 | 21.113 | |
5 | 20.076 | 19.835 | 19.59 | 19.3108 | 19.4124 | 17.616 | 26.718 | 26.232 | 25.92 | 25.306 | 25.416 | 25.348 | |