Research Article
Vehicle Type Recognition Algorithm Based on Improved Network in Network
Table 2
Comparison of experimental results on the Stanford Cars dataset.
| | Network name | 1 | 2 | 3 | 4 | 5 | | Accuracy rate (%) | Iterations | Accuracy rate (%) | Iterations | Accuracy rate (%) | Iterations | Accuracy rate (%) | Iterations | Accuracy rate (%) | Iterations |
| | NIN | 80.2 | 5066 | 88.3 | 5628 | 90.4 | 5822 | 91.6 | 5923 | 91.2 | 6022 | | VGG19 | 83.1 | 5732 | 89.1 | 5913 | 91.5 | 6134 | 92.4 | 6417 | 92.7 | 6982 | | GoogLeNet | 85.1 | 5522 | 90.3 | 5817 | 92.6 | 6025 | 93.0 | 6120 | 94.3 | 6216 | | New NIN | 84.2 | 4909 | 90.5 | 5423 | 95.5 | 5781 | 96.2 | 5883 | 97.2 | 5989 |
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