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 |