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. 2025 Jan 7;25:9. doi: 10.1186/s12880-025-01550-2

Table 2.

Ablation study of loss function configurations on CONSEP dataset

Configuration DICE AJI Overall F1
NP: BCE+DICE, TP: BCE+DICE 0.840 0.576 0.761
NP: BCE+DICE, TP: Focal+DICE 0.842 0.582 0.756
NP: Asym+DICE, TP: BCE+DICE 0.842 0.584 0.758
NP: Asym+DICE, TP: Focal+DICE 0.842 0.581 0.752
NP: Asym, TP: Focal 0.844 0.594 0.770

All configurations maintain MSE+MSGE for the HV branch. Asym Asymmetric loss, Focal Focal loss