Research Article
The Potential Application of Innovative Methods in Neural Networks for Surface Crack Recognition of Unshelled Hazelnut
Table 3
Accuracy of DCNN models at different numbers of neurons in the hidden layer.
| Number of neurons in the hidden layer | Accuracy (%) | VGG-19 | Inception-V3 | ResNet-50 | Proposed model |
| 32 | 92.12 | 95.76 | 62.38 | 96.31 | 64 | 95.89 | 98.70 | 66.43 | 97.88 | 128 | 96.32 | 98.63 | 67.69 | 97.10 | 256 | 96.90 | 99.02 | 65.88 | 97.62 | 512 | 96.48 | 97.59 | 67.14 | 97.60 |
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