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Comparison of transmission line fault detection accuracy under different algorithms.
| Algorithm | Fireworks | Tower crane | Crane | Construction machinery | mAP% | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AP% | R% | P% | AP% | R% | P% | AP% | R% | P% | AP% | R% | P% | ||
| YOLOv4 | 96.3 | 96.0 | 96.2 | 94.5 | 92.1 | 96.1 | 88.6 | 85.2 | 90.7 | 87.9 | 83.1 | 90.3 | 91.8 |
| Our algorithm | 96.1 | 95.3 | 96.2 | 92.7 | 90.3 | 93.7 | 85.2 | 82.9 | 87.6 | 85.3 | 79.6 | 89.2 | 89.8 |
