To improve the accuracy of image classification, a kind improved model is proposed. The shortcut added to GoogLeNet inception v1 and several other ways are given, they GRSN1_2, GRSN1_3, GRSN1_4. Among them, information input layer directly output each subsequent in form shortcut. new has advantages multi-size small convolution kernel same network reduce loss. Meanwhile, as number blocks increas...