Research Article
Detection and Classification of Early Decay on Blueberry Based on Improved Deep Residual 3D Convolutional Neural Network in Hyperspectral Images
Table 3
Accuracy under different comparison models.
| Class | AlexNet | GoogleNet | 3D-CNN | ResNet | Proposed |
| Sound | 85.3 | 83.4 | 82.7 | 97.2 | 98.25 | Slight-decayed | 96.3 | 94.2 | 89.7 | 83.1 | 95.1 | Moderate-decayed | 69.6 | 70.4 | 62.0 | 84.4 | 93.6 | Severe-decayed | 58.0 | 66.9 | 65.5 | 84.4 | 89.4 | OA (%) | 77.8 | 81.9 | 80.6 | 85.6 | 95.2 | AA (%) | 61.3 | 64.2 | 68.3 | 79.8 | 91.5 | K (%) | 74.5 | 79.3 | 77.9 | 84.6 | 94.6 |
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