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. 2025 Aug 23;15:31066. doi: 10.1038/s41598-025-16564-7

Table 4.

Ablation experiments on three- and four-classification tasks for brain tumors.

Number of classes ConvNext CLIA PSAConv Acc (%) Pre (%) Re (%) F1 (%)
Three × × 95.10 94.65 95.08 94.73
× 97.22 96.85 96.69 96.77
× 98.37 98.15 98.40 98.27
99.51 99.47 99.53 99.50
Four × × 93.56 93.33 93.29 93.30
× 96.32 96.55 96.31 96.41
× 96.17 96.15 96.29 96.22
98.01 98.13 98.02 98.07