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. 2025 Aug 12;16:1630838. doi: 10.3389/fneur.2025.1630838

Table 7.

Ablation study results on the binary classification task.

Name Accuracy Recall Precision F1-Score AUC
Binary classification
Branch I - small 0.7810 0.8034 0.7856 0.7944 0.9006
Branch II - large 0.7843 0.7986 0.7794 0.7889 0.8991
Dual branch 0.8310 0.8508 0.8290 0.8397 0.9288
Dual branch enhance 0.7672 0.7627 0.7430 0.7527 0.8752
Dual branch attention 0.8319 0.8566 0.8386 0.8475 0.9368
Our proposed 0.8431 0.8667 0.8486 0.8575 0.9357
Multi classification
Branch I - small 0.6764 0.7130 0.7477 0.7299 0.8896
Branch II - large 0.6960 0.7366 0.7749 0.7553 0.9148
Dual branch 0.7385 0.7759 0.8026 0.7891 0.9314
Dual branch enhance 0.7156 0.7635 0.7925 0.7777 0.9264
Dual branch attention 0.7679 0.7586 0.7895 0.7737 0.9248
Our proposed 0.7924 0.8422 0.8596 0.8508 0.9635