Table 2.
Total number and relative percentage of samples per class during training for the ensemble of classifiers, as well as the multi-class classifier.
| Training | Validation | Testing | |||||
|---|---|---|---|---|---|---|---|
| Labels | Incomplete | 311 | 20.58% | 101 | 23.65% | 58 | 28.86% |
| Correct | 1,200 | 79.42% | 326 | 76.35% | 143 | 71.14% | |
| Twisted | 274 | 18.59% | 76 | 18.91% | 33 | 18.75% | |
| Correct | 1,200 | 81.41% | 326 | 81.09% | 143 | 81.25% | |
| Too long | 345 | 22.33% | 102 | 23.83% | 68 | 32.23% | |
| Correct | 1,200 | 77.67% | 326 | 76.17% | 143 | 67.77% | |
| Too loose | 40 | 3.23% | 17 | 4.96% | 9 | 5.92% | |
| Correct | 1,200 | 96.77% | 326 | 95.04% | 143 | 94.08% | |
| Below GE junction | 261 | 17.86% | 83 | 20.29% | 53 | 27.04% | |
| Correct | 1,200 | 82.14% | 326 | 79.71% | 143 | 72.96% | |
| Incomplete | 311 | 12.79% | 101 | 14.33% | 58 | 15.93% | |
| Twisted | 274 | 11.27% | 76 | 10.78% | 33 | 9.07% | |
| Too long | 345 | 14.19% | 102 | 14.47% | 68 | 18.68% | |
| Too loose | 261 | 10.74% | 83 | 11.77% | 53 | 14.56% | |
| Below GE junction | 40 | 1.65% | 17 | 2.41% | 9 | 2.47% | |
| Correct | 1,200 | 49.36% | 326 | 46.24% | 143 | 39.29% | |
Class distribution may vary between training, validation and test sets due to random sampling.