Research Article
Image Classification Using Biomimetic Pattern Recognition with Convolutional Neural Networks Features
Table 4
Classification accuracy of different methods on CIFAR-10.
| Training samples | Accuracy (%) | CNN [26] | CNN-SVM [19] | PCA-BPR [36] | HOG-SVM [37] | Our method |
| 500 | 60.19 | 61.83 | 66.03 | 67.82 | 68.68 | 1000 | 64.91 | 66.87 | 69.19 | 70.14 | 71.34 | 5000 | 69.94 | 73.20 | 71.26 | 71.76 | 75.85 | 10000 | 75.82 | 79.07 | 76.48 | 74.05 | 83.92 | 50000 | 83.73 | 85.63 | 82.29 | 78.56 | 87.11 |
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