Research Article

A New Image Classification Approach via Improved MobileNet Models with Local Receptive Field Expansion in Shallow Layers

Table 2

Classification accuracy rates (%) on Caltech-101 dataset.

Number of iterations3000035000400004500050000

SqueezeNet53.6053.6053.4753.4053.47
MobileNets76.7376.6076.6076.8076.60
Dense1-MobileNet76.6076.5376.4776.4076.47
Dense2-MobileNet77.6077.6777.8777.8077.80
Dilated1-MobileNet77.4077.4777.5377.4077.47
Dilated2-MobileNet77.6777.8077.7377.6777.73
Dilated3-MobileNet78.6078.6078.5378.5378.73