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The improvements of the proposed best model for the CIFAR-10 data set over the state-of-the-art networks, grouped by network sizes.
| Model | Acc Improvement | FLOPs Saving |
|---|---|---|
| EffNet V1 large | 4.88% | 87.59% |
| MobileNet large | 11.72% | 14.66% |
| ShuffleNet large | 12.0% | 10.81% |
| EffNet V1 | 9.7% | 13.16% |
| EffNet V2 | 8.23% | 45.3% |
| MobileNetV2 | 13.43% | 39.63% |
| MobileNet | 9.71% | 27.59% |
| ShuffleNet | 9.89% | 10.64% |
