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Classification performance of three CNNs on the surface defect data set of magnetic tile (%).
| Stomatal | Gap | Fracture | Precision | Micro-F1 | |
|---|---|---|---|---|---|
| ResNet-50 | 98.26% | 97.67% | 100.00% | 98.70 ± 0.008 | 98.70 |
| Inception v3 | 97.97% | 99.13% | 99.71% | 98.90 ± 0.010 | 98.90 |
| MSF-Net | 98.55% | 98.26% | 100.00% | 98.94 ± 0.007 | 98.94 |
| Wear | Uneven | Good | Recall | Macro-F1 | |
| ResNet-50 | 98.55% | 97.67% | 100.00% | 98.69 ± 0.009 | 98.69 |
| Inception v3 | 99.42% | 97.09% | 100.00% | 98.89 ± 0.010 | 98.89 |
| MSF-Net | 98.84% | 97.97% | 100.00% | 98.93 ± 0.008 | 98.93 |
