Research Article
Deep Learning Technology for Weld Defects Classification Based on Transfer Learning and Activation Features
Table 2
Training results for the first epoch.
| Epoch | Iteration | Time elapsed, hh : mm : ss | Validation accuracy (%) | Validation loss | Base learning rate |
| 1 | 1 | 00 : 00 : 01 | 65.47 | 1.0146 | 0.0010 | 1 | 3 | 00 : 00 : 15 | 66.19 | 0.6706 | 0.0010 | 1 | 6 | 00 : 00 : 16 | 87.77 | 0.3102 | 0.0010 | 1 | 9 | 00 : 00 : 16 | 91.37 | 0.3085 | 0.0010 | 1 | 12 | 00 : 00 : 17 | 92.09 | 0.2529 | 0.0010 |
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