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. 2023 May 9;11:1196191. doi: 10.3389/fcell.2023.1196191

TABLE 3.

Ablation studies with different network configurations.

Index Baseline CD AS ISAM PIBL SE (%) SP (%) ACC (%) F1 (%) AUC (%)
1 78.95 98.75 97.01 82.27 98.72
2 78.36 98.78 96.99 82.00 98.66
3 79.67 98.73 97.06 82.60 98.80
4 80.11 98.70 97.07 82.73 98.80
5 81.79 98.48 97.02 82.76 98.80
6 82.51 98.44 97.04 83.01 98.81

Baseline: Res-UNet; CD, Cascade Design; AS, Auxiliary Supervision; ISAM, Inter-Stage Attention Module; and PIBL, Pixel-Importance-Balance Loss. The value in bold is the highest value under that metric.