Table 2
Training and testing results for Task1.
| Input 6800 image (ACA & N) (5440 image for training & 1360 for testing) (balanced training samples 4836 image) | ||||||||
|---|---|---|---|---|---|---|---|---|
| Epoch | Train loss | Train accuracy | Test loss | Test accuracy | Test precision | Test recall | Test F1-score | Training time |
| 1 | 0.3069 | 96.86% | 0.0255 | 99.85% | 100% | 100% | 100% | 51s |
| 2 | 0.0192 | 99.77% | 0.0215 | 99.41% | 99.00% | 99% | 99.00% | 51s |
| 3 | 0.0106 | 100.00% | 0.0127 | 99.93% | 100% | 100% | 100% | 52s |
| 4 | 0.0410 | 99.05% | 0.0316 | 99.78% | 100% | 100% | 100% | 52s |
| 5 | 0.0263 | 99.57% | 0.0144 | 100% | 100% | 100% | 100% | 53s |
| 6 | 0.0147 | 99.88% | 0.0103 | 100% | 100% | 100% | 100% | 53s |
| 7 | 0.0097 | 100.00% | 0.0097 | 100% | 100% | 100% | 100% | 53s |
| 8 | 0.0100 | 100.00% | 0.0096 | 100% | 100% | 100% | 100% | 53s |
| 9 | 0.0089 | 100.00% | 0.0090 | 100% | 100% | 100% | 100% | 53s |
| 10 | 0.0089 | 100.00% | 0.0092 | 100% | 100% | 100% | 100% | 53s |
| 11 | 0.0090 | 100.00% | 0.0093 | 100% | 100% | 100% | 100% | 53s |
| 12 | 0.0086 | 100.00% | 0.0089 | 100% | 100% | 100% | 100% | 53s |
| 13 | 0.0086 | 100.00% | 0.0089 | 100% | 100% | 100% | 100% | 53s |
| 14 | 0.0087 | 100.00% | 0.0089 | 100% | 100% | 100% | 100% | 54s |
| 15 | 0.0098 | 99.98% | 0.0089 | 100% | 100% | 100% | 100% | 54s |
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