Table 4.
Experimental configurations.
| Conf. | Network | Batch size | # of Params | Learning method | Size (MB) |
|---|---|---|---|---|---|
| C | EfficientNet-B0 | 110 | 7,919,391 | ImageNet | 53.1 |
| C | EfficientNet-B0 | 110 | 7,919,391 | AdvProp | 53.1 |
| C | EfficientNet-B0 | 110 | 7,919,391 | NS | 53.1 |
| C | EfficientNet-B3 | 64 | 14,352,075 | ImageNet | 106.9 |
| C | EfficientNet-B3 | 64 | 14,352,075 | AdvProp | 106.9 |
| C | EfficientNet-B3 | 64 | 14,352,075 | NS | 106.9 |
| C | MixNet-Small | 110 | 6,253,449 | ImageNet | 41.8 |
| C | MixNet-Medium | 90 | 7,133,225 | ImageNet | 48.9 |
| C | MixNet-Large | 60 | 9,448,095 | ImageNet | 67.5 |
| C10 | MixNet-XL | 60 | 14,015,611 | ImageNet | 104.2 |