Research Article
A Set of Geometric Features for Neural Network-Based Textile Defect Classification
Table 4
Training and testing results of experiments.
| |
Experiment No. |
Network Size (Number of Computing Units) | Learning Constant (Phase I) | Learning Constant (Phase II) | Training Result | Testing Result (Accuracy) | | Input Layer | Hidden Layer | Output Layer | Number of Elapsed Training Cycle | Error |
| | 1 |
4 |
12 |
6 |
0.3 |
0.01 | 196 | 9.72712×10−4 | 98.99% | | 2 | 191 | 9.94289×10−4 | 100% | | 3 | 185 | 9.80695×10−4 | 98.99% | | 4 | 173 | 9.71459×10−4 | 97.98% | | 5 | 188 | 9.67369×10−4 | 98.99% |
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