Table 19.
Image | K | Algorithms |
|||||||
---|---|---|---|---|---|---|---|---|---|
SOA [41] | HHOA [35] | FPA [18] | CS [19] | HS [15] | SCA [22] | BA [23] | COVID-HHOA | ||
Medical1 | 6 | 0.9649 | 0.9632 | 0.9552 | 0.9680 | 0.9601 | 0.9624 | 0.9635 | 0.9650 |
8 | 0.9621 | 0.9738 | 0.9621 | 0.9701 | 0.9668 | 0.9700 | 0.9734 | 0.9755 | |
10 | 0.9743 | 0.9765 | 0.9673 | 0.9732 | 0.9723 | 0.9733 | 0.9767 | 0.9788 | |
12 | 0.9792 | 0.9800 | 0.9720 | 0.9768 | 0.9756 | 0.9775 | 0.9785 | 0.9809 | |
14 | 0.9807 | 0.9813 | 0.9750 | 0.9807 | 0.9779 | 0.9795 | 0.9810 | 0.9818 | |
Medical2 | 6 | 0.9588 | 0.9578 | 0.9244 | 0.9529 | 0.9500 | 0.9448 | 0.9513 | 0.9600 |
8 | 0.9635 | 0.9631 | 0.9477 | 0.9638 | 0.9549 | 0.9588 | 0.9650 | 0.9664 | |
10 | 0.9697 | 0.9688 | 0.9545 | 0.9686 | 0.9600 | 0.9671 | 0.9694 | 0.9701 | |
12 | 0.9713 | 0.9729 | 0.9622 | 0.9721 | 0.9640 | 0.9702 | 0.9710 | 0.9735 | |
14 | 0.9725 | 0.9742 | 0.9648 | 0.9734 | 0.9681 | 0.9688 | 0.9735 | 0.9745 | |
Medical3 | 6 | 0.9044 | 0.9012 | 0.8415 | 0.8968 | 0.8648 | 0.9026 | 0.8894 | 0.9055 |
8 | 0.9123 | 0.9187 | 0.8829 | 0.9106 | 0.8835 | 0.9107 | 0.9059 | 0.9240 | |
10 | 0.9298 | 0.9276 | 0.9074 | 0.9220 | 0.9038 | 0.9168 | 0.9266 | 0.9323 | |
12 | 0.9321 | 0.9332 | 0.9100 | 0.9324 | 0.9235 | 0.9215 | 0.9322 | 0.9424 | |
14 | 0.9386 | 0.9373 | 0.9166 | 0.9421 | 0.9326 | 0.9335 | 0.9404 | 0.9453 | |
Medical4 | 6 | 0.8301 | 0.8327 | 0.8008 | 0.8314 | 0.8109 | 0.8420 | 0.8450 | 0.8470 |
8 | 0.8470 | 0.8378 | 0.8165 | 0.8373 | 0.8149 | 0.8433 | 0.8480 | 0.8535 | |
10 | 0.8531 | 0.8409 | 0.8268 | 0.8463 | 0.8227 | 0.8485 | 0.8499 | 0.8557 | |
12 | 0.8540 | 0.8421 | 0.8342 | 0.8525 | 0.8402 | 0.8531 | 0.8541 | 0.8566 | |
14 | 0.8558 | 0.8456 | 0.8452 | 0.8565 | 0.8416 | 0.8552 | 0.8599 | 0.8644 | |
Medical5 | 6 | 0.9583 | 0.9610 | 0.9504 | 0.9371 | 0.9485 | 0.9542 | 0.9543 | 0.9620 |
8 | 0.9675 | 0.9653 | 0.9598 | 0.9441 | 0.9592 | 0.9624 | 0.9661 | 0.9688 | |
10 | 0.9719 | 0.9743 | 0.9637 | 0.9648 | 0.9652 | 0.9659 | 0.9734 | 0.9750 | |
12 | 0.9732 | 0.9751 | 0.9688 | 0.9682 | 0.9695 | 0.9702 | 0.9747 | 0.9758 | |
14 | 0.9750 | 0.9769 | 0.9664 | 0.9707 | 0.9719 | 0.9720 | 0.9760 | 0.9772 | |
Medical6 | 6 | 0.9213 | 0.9204 | 0.8700 | 0.9160 | 0.9131 | 0.9191 | 0.9211 | 0.9244 |
8 | 0.9420 | 0.9412 | 0.9145 | 0.9415 | 0.9327 | 0.9265 | 0.9419 | 0.9430 | |
10 | 0.9569 | 0.9565 | 0.9277 | 0.9589 | 0.9476 | 0.9519 | 0.9554 | 0.9579 | |
12 | 0.9590 | 0.9604 | 0.9412 | 0.9591 | 0.9516 | 0.9645 | 0.9608 | 0.9612 | |
14 | 0.9618 | 0.9648 | 0.9479 | 0.9632 | 0.9576 | 0.9577 | 0.9665 | 0.9652 | |
Average | 0.9380 | 0.9374 | 0.9192 | 0.9350 | 0.9268 | 0.9348 | 0.9381 | 0.9421 |