Yongjie Ma, Yunting Ma, Jiahui Chen. Vehicle Recognition Based on Multi-Layer Features of Convolutional Neural Network and Support Vector Machine[J]. Laser & Optoelectronics Progress, 2019, 56(14): 141001
- Laser & Optoelectronics Progress
- Vol. 56, Issue 14, 141001 (2019)
Fig. 1. Structure of vehicle recognition method based on MCP-SVM hybrid model
Fig. 2. Several images of samples. (a) Positive samples; (b) negative samples
Fig. 3. Comparison of accuracies and training loss curves
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Table 1. Seven kinds of network structures based on AlexNet
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Table 2. Classification performance of seven kinds of networks
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Table 3. Structure of improved CNN model
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Table 4. Comparison and analysis of CNN models
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Table 5. Comparison of classification performance of three methods
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Table 6. Comparison of recognition rates of different methods in vehicle datasets
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