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 iterations | 30000 | 35000 | 40000 | 45000 | 50000 |
| SqueezeNet | 53.60 | 53.60 | 53.47 | 53.40 | 53.47 | MobileNets | 76.73 | 76.60 | 76.60 | 76.80 | 76.60 | Dense1-MobileNet | 76.60 | 76.53 | 76.47 | 76.40 | 76.47 | Dense2-MobileNet | 77.60 | 77.67 | 77.87 | 77.80 | 77.80 | Dilated1-MobileNet | 77.40 | 77.47 | 77.53 | 77.40 | 77.47 | Dilated2-MobileNet | 77.67 | 77.80 | 77.73 | 77.67 | 77.73 | Dilated3-MobileNet | 78.60 | 78.60 | 78.53 | 78.53 | 78.73 |
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