Table 3 Data partition
From: Deep learning for component fault detection in electricity transmission lines
Dataset | #Components’ faults | %Components’ faults | #Images | %Images | Missing knob | Broken ins. | Missing ins. | Rusty clamp |
|---|---|---|---|---|---|---|---|---|
Train | 1198 | 62.7 | 646 | 62.9 | 490 | 223 | 259 | 225 |
Validation | 372 | 19.5 | 207 | 20 | 151 | 70 | 82 | 68 |
Test | 340 | 17.8 | 154 | 16.8 | 142 | 75 | 49 | 73 |
Total | 1910 | 100 | 1007 | 99.7 | 783 | 368 | 390 | 366 |