Official websites use .gov
A
.gov website belongs to an official
government organization in the United States.
Secure .gov websites use HTTPS
A lock (
) or https:// means you've safely
connected to the .gov website. Share sensitive
information only on official, secure websites.
Comprehensive performance comparison of maturity classification models in accuracy and efficiency
| Models | Test set accuracy(%) | Parameter count/(×106) | Inference time/(s) |
|---|---|---|---|
| SVM | 86.74 | 5.06×10-4 | 0.02 |
| MLP | 86.74 | 0.17 | 0.09 |
| AlexNet | 87.29 | 5.70 | 0.14 |
| EfficientNet | 90.61 | 0.40 | 0.17 |
| Vgg16 | 88.40 | 13.43 | 0.19 |
| ResNet34 | 92.27 | 2.13 | 0.15 |
| ResNet50 | 91.71 | 2.35 | 0.17 |
| ResNet101 | 89.50 | 4.25 | 0.18 |
| ShuffleNetV2-5×5-SRM-[3,6,3]11 | 90.56 | 0.33 | 93.03 |
| DSAF-ResNet | 97.24 | 2.06 | 0.18 |
