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 |