Research Article
Real-Time Fire Detection Method Based on Computer Vision for Electric Vehicle Charging Safety Monitoring
Table 5
Comparison table of evaluation index parameters of different backbone feature extraction networks.
| Attentional mechanisms | Precision | Recall | F1 | mAP (%) | Params | Fire (%) | Smoke (%) | Fire (%) | Smoke (%) | Fire | Smoke |
| SENet | 91.81 | 92.95 | 84.86 | 92.75 | 0.88 | 0.93 | 93.88 | 47.229M | ECANet | 89.57 | 94.16 | 82.07 | 92.37 | 0.86 | 0.93 | 94.00 | 47.057M | CBAM | 88.51 | 95.31 | 82.87 | 93.13 | 0.87 | 0.94 | 94.09 | 47.401M |
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