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. 2020 May 8;2020:7902072. doi: 10.1155/2020/7902072

Table 2.

The metrics of each model with different full connection size.

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