Table 6 Performance comparison of Mini-YOLO with baseline NDT methods.
From: Real time wire rope detection method based on Rockchip RK3588
Method | Accuracy (%) | Precision (%) | Recall (%) | F1-Score (%) |
|---|---|---|---|---|
1D-CNN | 88.00 ± 2.73 | 92.03 ± 3.06 | 88.00 ± 2.73 | 87.15 ± 4.04 |
MLP | 87.86 ± 3.98 | 88.37 ± 3.63 | 87.86 ± 3.98 | 87.83 ± 4.03 |
Wavelet + RF | 92.86 ± 2.26 | 93.18 ± 2.08 | 92.86 ± 2.26 | 92.83 ± 2.29 |
STFT + RF | 94.82 ± 1.25 | 95.10 ± 1.12 | 94.82 ± 1.25 | 94.80 ± 1.27 |
SVM | 92.86 ± 2.40 | 93.06 ± 2.39 | 92.86 ± 2.40 | 92.86 ± 2.39 |
Mini-YOLO | 98.3±0.6 | 97.8±1.6 | 87.5±3.6 | - |
