Table 2 Comparative analysis of MDF-HDL.
From: Joint processing technology of laser radar and optical image for power distribution
Criteria | MDF-HDL (proposed) | CapsNet15 | NAS17 | STRGNN19 | 1D-CNN20 |
|---|---|---|---|---|---|
Accuracy (%) | 98.91 | 95.24 | 96.27 | 94.35 | 92.98 |
Precision | 0.9837 | 0.951 | 0.958 | 0.952 | 0.925 |
Recall | 0.9931 | 0.963 | 0.963 | 0.961 | 0.938 |
F1-score | 0.9893 | 0.977 | 0.96 | 0.976 | 0.941 |
Training time (mins) | 65.1 | 120.3 | 210.31 | 95.22 | 85.5 |
Inference speed (ms) | 12.5 | 18.2 | 25.7 | 15.3 | 9.8 |
Data efficiency | 86% @ 10k samples | 73% @ 10k samples | 77% @ 10k samples | 66% @ 10k samples | 64% @ 10k samples |
