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. 2022 Aug 19;12:14153. doi: 10.1038/s41598-022-16828-6

Table 1.

Segmentation performance of Res32-PAC-UNet using different loss functions, indicating maximal performance with modified surface loss function.

Loss function DC IoU Sensitivity Specificity SVD VOE
Focal loss 0.898 (0.024) 0.815 (0.038) 0.95 (0.023) 0.998 (0.002) 0.102 (0.024) 0.185 (0.038)
Binary cross entropy 0.949 (0.016) 0.903 (0.028) 0.965 (0.028) 0.997 (0.001) 0.051 (0.016) 0.097 (0.028)
Modified surface loss 0.958 (0.015) 0.92 (0.026) 0.96 (0.026) 0.997 (0.001) 0.042 (0.015) 0.08 (0.026)

Significant values are in [bold].