Table 3.
CNN models included in the comparison.
| Model | Number of Parameters |
|---|---|
| DenseNet121 (Huang et al., 2017) | 7.0M |
| EfficientNetV2B0 (Tan and Le, 2021) | 5.9M |
| EfficientNetV2B1 (Tan and Le, 2021) | 6.9M |
| EfficientNetV2B2 (Tan and Le, 2021) | 8.8M |
| EfficientNetV2B3 (Tan and Le, 2021) | 12.9M |
| EfficientNetV2L (Tan and Le, 2021) | 117.7M |
| EfficientNetV2M (Tan and Le, 2021) | 53.2M |
| EfficientNetV2S (Tan and Le, 2021) | 20.3M |
| InceptionResNetV2 (Szegedy et al., 2017) | 51.8M |
| InceptionV3 (Szegedy et al., 2016) | 21.8M |
| MobileNet (Howard et al., 2017) | 3.2M |
| MobileNetV2 (Sandler et al., 2018) | 2.3M |
| MobileNetV3Large (Howard et al., 2019) | 3.0M |
| MobileNetV3Small (Howard et al., 2019) | 0.9M |
| NASNetMobile (Zoph et al., 2018) | 4.3M |
| RegNetX016 (Radosavovic et al., 2020) | 7.9M |
| RegNetX032 (Radosavovic et al., 2020) | 14.4M |
| RegNetY016 (Radosavovic et al., 2020) | 9.9M |
| RegNetY032 (Radosavovic et al., 2020) | 18.0M |
| ResNet50 (He et al., 2016a, He et al., 2016ba) | 23.6M |
| ResNet50V2 (He et al., 2016a, He et al., 2016bb) | 23.6M |
| Xception (Chollet, 2017) | 20.9M |