A Semi-supervised Deep Learning Method for Cervical Cell Classification

Table 2

Record of semi-supervised training.

Epoch	Group	Trust threshold	Labeled data	Unlabeled data	Accuracy (%)
					Vgg19	ResNet18	ResNet; 50	ResNeXt29_264d	ResNeXt29_464d
0	—	—	10000	40000	0	0	0	0	0
50	B1/B2	0.9	39990	10010	89.45	90.34	89.90	91.22	90.95
100	B1/B2	0.8	44140	5860	89.83	90.74	90.11	91.63	91.86
200	B1/B2	0.7	46820	3180	89.94	90.81	90.31	91.60	91.89