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. 2024 Dec 12;24(24):7949. doi: 10.3390/s24247949

Table 9.

Ablation Study Results. The bold font indicates best performance under each metric.

Model Variant Pre. Rec. F1 DL(s) FAR
TLAN (Full) 0.912 0.894 0.903 1.63 0.062
w/o Multi-scale 0.885 0.868 0.876 1.82 0.073
w/o temporal logical 0.873 0.856 0.864 1.95 0.081
w/o Cross-Component 0.891 0.872 0.881 1.78 0.070
w/o Adaptive Detection 0.895 0.877 0.886 1.71 0.068