Table 2 Comparison of evaluation metrics for experimental results of replacing Stem layers
From: Research and implementation of mural classification based on lightweight network
Network | Params | Flops | Accuracy | Runtime | Frame rate |
|---|---|---|---|---|---|
Original Network | 11.69 M | 1.82 G | 80.6% | 0.09 s | 11.11 |
Incorporate the CA Attention Mechanism | 18.68 M | 1.71 G | 82.5% | 0.33 s | 3.03 |
Incorporate the Spatial Attention Mechanisms | 13.53 M | 1.96 G | 83.6% | 0.27 s | 3.70 |
Incorporate the SE attention mechanism | 12.10 M | 1.89 G | 85.2% | 0.15 s | 6.67 |
