Table 2.
Size of FC | Base model | Loss | Accuracy | Recall | Precision | Mcor |
---|---|---|---|---|---|---|
2048 × 2048 | Model-1 | 0.0631 | 0.9837 | 0.9837 | 0.9839 | 0.9674 |
Model-2 | 0.0698 | 0.9816 | 0.9844 | 0.9789 | 0.9632 | |
Model-3 | 0.1790 | 0.9578 | 0.9596 | 0.9563 | 0.9157 | |
1024 × 1024 | Model-1 | 0.0638 | 0.9826 | 0.9844 | 0.9810 | 0.9653 |
Model-2 | 0.0731 | 0.9805 | 0.9823 | 0.9788 | 0.9611 | |
Model-3 | 0.1739 | 0.9663 | 0.9806 | 0.9526 | 0.9331 | |
4096 × 2048 | Model-1 | 0.0596 | 0.9833 | 0.9823 | 0.9844 | 0.9667 |
Model-2 | 0.0712 | 0.9791 | 0.9851 | 0.9734 | 0.9583 | |
Model-3 | 0.1820 | 0.9568 | 0.9724 | 0.9430 | 0.9140 | |
2048 × 1024 | Model-1 | 0.0618 | 0.9830 | 0.9851 | 0.9810 | 0.9660 |
Model-2 | 0.0690 | 0.9815 | 0.9844 | 0.9789 | 0.9631 | |
Model-3 | 0.2020 | 0.9567 | 0.9752 | 0.9406 | 0.9142 | |
4096 × 1024 | Model-1 | 0.0637 | 0.9816 | 0.9851 | 0.9782 | 0.9631 |
Model-2 | 0.0672 | 0.9808 | 0.9851 | 0.9768 | 0.9617 | |
Model-3 | 0.2091 | 0.9564 | 0.9752 | 0.9400 | 0.9135 | |
1024 × 512 | Model-1 | 0.0673 | 0.9809 | 0.9837 | 0.9782 | 0.9618 |
Model-2 | 0.0758 | 0.9777 | 0.9872 | 0.9687 | 0.9555 | |
Model-3 | 0.1649 | 0.9642 | 0.9851 | 0.9456 | 0.9292 | |
1024 × 256 | Model-1 | 0.0624 | 0.9844 | 0.9823 | 0.9865 | 0.9688 |
Model-2 | 0.0664 | 0.9808 | 0.9872 | 0.9748 | 0.9618 | |
Model-3 | 0.1452 | 0.9610 | 0.9653 | 0.9572 | 0.9221 | |
512 × 512 | Model-1 | 0.0678 | 0.9769 | 0.9851 | 0.9693 | 0.9541 |
Model-2 | 0.0669 | 0.9815 | 0.9851 | 0.9782 | 0.9632 | |
Model-3 | 0.1201 | 0.9773 | 0.9879 | 0.9674 | 0.9548 | |
512 × 256 | Model-1 | 0.0653 | 0.9794 | 0.9844 | 0.9747 | 0.9589 |
Model-2 | 0.0841 | 0.9720 | 0.9880 | 0.9575 | 0.9445 | |
Model-3 | 0.1198 | 0.9745 | 0.9844 | 0.9653 | 0.9491 |