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 |
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