Table 5 Results of ablation experiment.
From: Lightweight insulator target detection algorithm based on improved YOLOX
Experiment | Precision(%) | Recall(%) | mAP(%) | Params/M | FLOPs/G | FPS/f/s |
|---|---|---|---|---|---|---|
1 | 91.45 | 96.00 | 96.16 | 8.938 | 26.757 | 76.94 |
2 | 89.06 | 95.00 | 95.39 | 5.343 | 13.914 | 68.52 |
3 | 92.52 | 99.00 | 96.64 | 7.755 | 25.809 | 90.37 |
4 | 92.92 | 99.00 | 97.06 | 7.755 | 25.809 | 92.53 |
5 | 94.34 | 100.00 | 96.75 | 8.941 | 26.761 | 82.60 |
6 | 92.56 | 95.00 | 96.33 | 8.981 | 26.762 | 76.03 |
7 | 93.14 | 95.00 | 96.82 | 8.981 | 26.762 | 78.51 |
8 | 90.91 | 99.00 | 97.01 | 8.938 | 26.757 | 79.30 |
9 | 94.34 | 100.00 | 97.17 | 8.938 | 26.757 | 81.12 |
10 | 98.81 | 100.00 | 97.46 | 4.164 | 12.975 | 90.37 |
