Research Article
Research and Verification of Convolutional Neural Network Lightweight in BCI
Table 7
Weight and resolution of CNN model on CIFAR-10 classic data.
| | CNN model | Network model weight (MB) | Network model compression ratio (%) | Network model accuracy (%) | Network model error distribution (%) |
| | ResNet-50 | 98.1 | N/A | 95.1 | N/A | | ResNet-50@2.5 | 16.5 | 16.1% | 93.1 | -2.0 | | ResNet-50@.5 | 7.2 | 7.2% | 93.1 | -2.0 | | R-SeNet | 9.6 | 10.1% | 93.3 | -1.8 |
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