Research Article

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

Table 4

Classification accuracy rates (%) on AwA (21) dataset.

Number of iterations3000035000400004500050000

SqueezeNet72.6572.1073.3073.4073.85
MobileNets91.6091.6091.6091.5591.60
Dense1-MobileNet90.6590.6090.6090.6090.65
Dense2-MobileNet92.1092.0592.1092.0592.05
Dilated1-MobileNet92.4592.4592.5092.3592.40
Dilated2-MobileNet92.0092.0592.0592.0092.00
Dilated3-MobileNet92.8592.7592.8092.7092.80