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