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 iterations | 30000 | 35000 | 40000 | 45000 | 50000 |
| | SqueezeNet | 72.65 | 72.10 | 73.30 | 73.40 | 73.85 | | MobileNets | 91.60 | 91.60 | 91.60 | 91.55 | 91.60 | | Dense1-MobileNet | 90.65 | 90.60 | 90.60 | 90.60 | 90.65 | | Dense2-MobileNet | 92.10 | 92.05 | 92.10 | 92.05 | 92.05 | | Dilated1-MobileNet | 92.45 | 92.45 | 92.50 | 92.35 | 92.40 | | Dilated2-MobileNet | 92.00 | 92.05 | 92.05 | 92.00 | 92.00 | | Dilated3-MobileNet | 92.85 | 92.75 | 92.80 | 92.70 | 92.80 |
|
|