Table 7.

Comparison of clinical comprehensive indicators of lightweight networks on the tuberculosis test dataset.

Model	+LR	−LR	F1-Score	PPV/Precision	NPV	Time
MobileNet_v3_small	7.57	0.37	0.757	0.883	0.730	0.5 ms
MobileNetV2	13.8	0.14	0.896	0.932	0.872	0.5 ms
ShuffleNet_v2_x0_5	7.11	0.22	0.836	0.876	0.816	0.6 ms
ShuffleNet_v2_x1_0	4.71	0.21	0.825	0.825	0.825	0.6 ms
SqueezeNet1_1	2.82	0.26	0.773	0.738	0.791	0.4 ms
Ours (E-TBNet)	6.09	0.19	0.848	0.860	0.841	0.3 ms