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Characteristics comparison of the proposed NN with prebuilt NNs, in terms of resources and test accuracies results.
| NN Name | Network Weight | Layers | Accuracy (CWRU) | Accuracy (Emulated, 26 kHz, 1800 RPM, 10% Noise) | Accuracy (Emulated, 53 kHz, 1800 RPM, 20% Noise) |
|---|---|---|---|---|---|
| Proposed | 41 kB | 5 | 70.51% | 96.83% | 97.11% |
| MobileNetV2 | 8.37 MB | 154 | 35.43% | 77.78% | 60.31% |
| ResNet50 | 85.69 MB | 177 | 35.66% | 80.25% | 57.19% |
