Research Article
Real-Time Fire Detection Method Based on Computer Vision for Electric Vehicle Charging Safety Monitoring
Table 4
Comparison table of evaluation index parameters of different backbone feature extraction networks.
| Backbone network | Precision | Recall | F1 | mAP (%) | FPS | Fire (%) | Smoke (%) | Fire (%) | Smoke (%) | Fire | Smoke |
| CSPDarknet | 83.48 | 90.28 | 76.49 | 85.11 | 0.80 | 0.88 | 87.97 | 25.04 | ConvNext-Tiny | 88.54 | 95.63 | 55.38 | 66.79 | 0.68 | 0.79 | 83.19 | 27.58 | ConvNext-Small | 83.33 | 94.34 | 59.76 | 57.25 | 0.70 | 0.71 | 82.55 | 19.69 | SwinTransfomer-Tiny | 88.44 | 92.95 | 70.12 | 80.53 | 0.78 | 0.86 | 90.08 | 10.86 |
|
|