Research Article
ResNet15: Weather Recognition on Traffic Road with Deep Convolutional Neural Network
Table 4
Recognition accuracy of different methods.
| Method | Foggy (%) | Rainy (%) | Snowy (%) | Sunny (%) | Average accuracy (%) |
| AlexNet | 94.12 | 82.75 | 92.18 | 76.52 | 86.47 | VGG16 | 92.31 | 89.41 | 80.66 | 77.65 | 84.74 | GoogLeNet | 91.86 | 80.39 | 93.00 | 82.58 | 86.67 | ResNet50 | 93.21 | 80.00 | 89.71 | 81.44 | 85.76 | ResNet34 | 90.95 | 87.45 | 93.00 | 83.33 | 88.71 | ResNet15 | 96.38 | 97.25 | 94.65 | 95.08 | 96.03 |
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