TABLE VII.

Result Comparison With the State-of-the-Art Network Structures on the Nuclei Segmentation Dataset. The Boldface Results Indicate no Significant Difference From the Best Result (p-Value < 0.05 in Student’s t-Test). The Parameter Number (Param) of Each Network Is Also Reported

Networks	F1-Score (%)	Object Dice (%)	H-Distance (mm)	Param (M)
U-Net	87.9±13.4	86.8±11.1	6.93±8.73	24.16
DCAN	89.0±12.3	87.3±10.2	6.49±8.83	21.06
ResNet-34	88.5±12.6	87.2±10.5	6.50±7.59	28.03
DenseNet-121	89.9±11.3	88.2±9.7	5.74±7.02	74.90
ResNet-101	90.3±10.3	88.6±8.8	5.53±6.07	96.92
ResNet34+HR-L2	91.2±9.7	89.0±8.6	5.30±7.11	34.96
ResNet34+HR-L3	91.1±10.2	89.1±8.8	5.07±5.88	42.19
ResNet34+HR-L4	90.3±10.9	88.5±9.6	5.42±6.37	67.62