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Computational performance of the different models.
| TL Architectures | Complexity (FLOPs) | # Parameters (M) |
Model Size (MB) | GPU Speed (MS) |
|---|---|---|---|---|
| ShuffleNet-Light | 67.3 M | 1.9 | 9.3 | 0.6 |
| ShuffleNet | 98.9 M | 2.5 | 14.5 | 1.7 |
| SqueezeNet | 94.4 M | 2.4 | 12.3 | 1.2 |
| ResNet18 | 275.8 M | 2.7 | 15.2 | 2.6 |
| MobileNet | 285.8 M | 3.4 | 16.3 | 2.7 |
| Inception-v3 | 654.3 M | 3.9 | 17.5 | 2.9 |
| Xception | 66.9 M | 2.5 | 14.5 | 2.7 |
| AlexNet | 295.8 M | 2.5 | 12.3 | 3.3 |
FLOPs: floating-point operations, M: millions, MB: megabyte, MS: milliseconds.
