Table 3 F1 score on cell detection using different neural networks and strategies.

From: Lessons from a breast cell annotation competition series for school pupils

Network

Pre-trained

F1 (PT)

F1 (NT)

F1 (PNT)

F1 (NNT)

AlexNet

Yes (ImageNet)

0.78

0.82

0.34

0.44

AlexNet

No

0.88

0.93

0.69

0.71

VGG16

Yes (ImageNet)

0.72

0.82

0.34

0.48

VGG16

No

0.91

0.93

0.70

0.72

  1. Significant values are in bold.