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. 2025 Oct 1;23:1030. doi: 10.1186/s12967-025-07021-0

Table 2.

Comparison of time complexity and space complexity of the model

Model TC (Flops/G) SC (Byte/M) Acc_IDH1 Acc_Ki67 Acc_MGMT Acc_P53
PMNet 21.52225672 27.642438 96.91 97.90 96.56 97.38
2-PMNet 30.589260624 35.307718 97.20 98.37 96.51 97.67
3-PMNet 39.656264528 42.972998 97.44 98.08 96.68 97.90
4-PMNet 48.723268432 50.638278 97.85 98.84 97.50 97.44
5-PMNet 57.790272336 58.303558 98.14 98.84 97.85 98.49
I-PMNet 22.52307592 28.461638 96.91 98.37 96.62 98.02
2I-PMNet 30.590079824 36.126918 97.26 98.66 96.33 97.09
3I-PMNet 39.657083728 43.792198 97.61 98.02 96.74 97.79
4I-PMNet 48.724087632 51.457478 98.31 99.24 97.96 98.54
5I-PMNet 57.791091536 59.122758 98.23 98.19 98.27 98.19

Bold values indicate the optimal performance