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. 2024 Jul 1;14:15013. doi: 10.1038/s41598-024-64982-w

Table 7.

Ablation study of different pruning methods in ET module on three datasets.

Id Method Params (M) FLOPs (G) Acc F1 Precision Recall Auc
BUSI
(0) Baseline 45.8 9.9 0.9133 0.8964 0.9102 0.8869 0.9162
(1) (0)+ET Module 53.2 11.6 0.9297 0.9259 0.9295 0.9226 0.9386
(2) (1)+EC Module 25.5 6.4 0.9333 0.9261 0.9326 0.9226 0.9404
COVID19-CT
(0) Baseline 45.8 9.9 0.8986 0.9057 0.9000 0.9114 0.8977
(1) (0)+ET Module 53.2 11.6 0.9257 0.9308 0.9250 0.9367 0.9249
(2) (1)+EC Module 25.5 6.4 0.9257 0.9317 0.9146 0.9494 0.9240
Chaoyang
(0) Baseline 45.8 9.9 0.8504 0.7940 0.8019 0.7887 0.8689
(1) (0)+ET Module 53.2 11.6 0.8565 0.8066 0.8229 0.7952 0.8729
(2) (1)+EC Module 25.5 6.4 0.8635 0.8090 0.8191 0.8012 0.8776

Bold indicates the optimal metric values among all compared methods.