Research Article

Image Classification Using Biomimetic Pattern Recognition with Convolutional Neural Networks Features

Table 2

Classification accuracy of different methods on MNIST.

Training samplesAccuracy (%)
CNN [26]CNN-SVM [19]PCA-BPR [36]HOG-SVM [37]Our method

60084.0186.4889.2386.4791.03
100089.3190.4191.0491.2492.93
600095.0694.8893.8393.5796.74
1000098.1797.0996.0395.1398.62
6000098.8999.0698.0196.8599.01