Table 6.

Comparison of multiple indicators of lightweight networks on the tuberculosis test dataset.

Model	Parameters	Sensitivity	Specificity	Accuracy	FLOPs	Weight
MobileNet_v3_small	1.52 × 106	66.2%	91.2%	78.7%	0.6 × 109	6.1 Mb
MobileNetV2	2.2 × 106	86.2%	93.7%	90.0%	3.1 × 109	8.9 Mb
ShuffleNet_v2_x0_5	0.34 × 106	80.0%	88.7%	84.3%	0.4 × 109	1.5 Mb
ShuffleNet_v2_x1_0	1.2 × 106	82.5%	82.5%	82.5%	1.5 × 109	5.1 Mb
SqueezeNet1_1	0.72 × 106	81.2%	71.2%	76.2%	2.7 × 109	2.8 Mb
Ours(E-TBNet)	0.49 × 106	83.8%	86.3%	85.0%	1.3 × 109	1.9 Mb