Review Article
A Multi-Index Generative Adversarial Network for Tool Wear Detection with Imbalanced Data
Table 5
The comparisons of different machine learning methods.
| Method | -recall | -precision | -F |
| KNN [31] | 0.71 | 0.76 | 0.72 | SVM [32] | 0.67 | 0.75 | 0.69 | RF [33] | 0.69 | 0.76 | 0.71 | CNN [14] | 0.81 | 0.79 | 0.79 | Inception Net [34] | 0.85 | 0.89 | 0.83 | DenseNet [35] | 0.91 | 0.93 | 0.94 | ResNet [36] | 0.92 | 0.95 | 0.95 | SE-Net [37] | 0.93 | 0.96 | 0.95 | Nonlocal-Net [38] | 0.96 | 0.96 | 0.93 | MI-GAN | 0.97 | 0.97 | 0.97 |
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