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Table 1 Comparisons of model performances with B=16

From: Microscopy cell nuclei segmentation with enhanced U-Net

 

U-Net

U-Net++ ∗

U-Net+ (T.C.)

U-Net+ (U.S.)

Ave. IOU (m±s)

0.533±0.173

0.552±0.217

0.566±0.178

0.551±0.187

Ave. precision (%)

60.0

61.7

63.4

62.0

No. of weights (M)

1.941

2.262

1.926

1.730

GPU infer. time (ms/patch)

14.9

22.0

15.3

21.5

  1. * regularization parameter λ=0.0001