Vehicle type recognition algorithms are broadly used in intelligent transportation, but the accuracy of cannot meet requirements production application. For high efficiency multilayer perceptive layer Network (NIN), nonlinear features local receptive field images can be extracted. Global average pooling (GAP) avoid network from overfitting, and small convolution kernel decrease dimensionality f...