Research Article

Multiactivation Pooling Method in Convolutional Neural Networks for Image Recognition

Table 11

Different CIFAR-10 classification results with different combinations of k and σ based on VGG-11. The left two column results are based on the modelusing 4×4 MAP method. The right two column results are based on the model using 8×8 MAP method.

(k, σ)result (%)(k, σ)result (%)

(1, 1)8.24(1,1)7.84

(3, 0.5)8.07(4, 0.5)6.94

(3, 0.75)8.21(4, 0.75)7.14

(3, 0.33)8.16(4, 0.25)7.07

(4, 0.5)8.25(6, 0.5)7.15

(4, 0.25)8.31(6, 0.17)7.33

(6, 0.5)8.40(8, 0.5)7.57

(8, 0.5)8.51(8, 0.125)7.63