Research Article
Image Recognition of Crop Diseases and Insect Pests Based on Deep Learning
Table 6
Residual learning to improve the classification performance of the model.
| Item | ResNet | MnasNet | SMCNL | EFFL | MEMA-I | MEMA-T |
| SMCNL | 2.51 | 3.17 | 2.99 | 2.77 | 2.78 | 3.12 | EFFL | 4.11 | 2.86 | 5.79 | 3.48 | 5.47 | 2.53 | MEMA-I | 2.44 | 3.83 | 5.01 | 4.9 | 5.73 | 5.32 | MEMA-T | 4.3 | 3.91 | 3.3 | 3.24 | 4.5 | 2.34 | VGG16 | 1.32 | 4.15 | 1.73 | 5.08 | 1.47 | 1.88 | AlexNet | 5.38 | 1.65 | 1.72 | 2.77 | 2.22 | 6.43 |
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