Table 2.
Comparison of the precision, recall, and F1-score according to the size of fire regions for the proposed ELASTIC-YOLOv3 and original YOLOv3 [19] using the NightFire-DB.
| Methods | Precision (%) | Recall (%) | F1-Score (%) | |
|---|---|---|---|---|
| YOLOv3 [36] | Small | 97.5 | 81.9 | 89.0 |
| Medium | 98.8 | 92.6 | 95.6 | |
| Large | 97.6 | 99.2 | 98.4 | |
| Average | 98.4 | 90.3 | 94.2 | |
| Proposed ELASTIC-YOLOv3 | Small | 96.3 | 92.1 | 94.1 |
| Medium | 99.8 | 98.7 | 99.3 | |
| Large | 99.4 | 100 | 99.7 | |
| Average | 98.8 | 97.0 | 97.9 | |