表 1. Comparison with advanced methods on the SEED-III and SEED-IV datasets.
在SEED-III和SEED-IV数据集上与先进方法的比较
| 数据集 | 模型 | 准确率 | |
| 依赖实验 | 独立实验 | ||
| SEED-III | SVM | 65.89% | 55.78% |
| CNN | 78.34% | 58.45% | |
| LSTM | 78.67% | 65.67% | |
| Transformer | 80.23% | 67.34% | |
| GNN | 82.13% | 68.67% | |
| GSCCA | 82.45% | 66.78% | |
| MobileOne_S4 | 83.12% | 70.23% | |
| ViM-S | 84.56% | 72.89% | |
| VMamba-T | 91.34% | 79.45% | |
| MambaVision-S | 92.78% | 81.23% | |
| ST-Mamba | 95.56% | 88.33% | |
| SEED-IV | SVM | 57.33% | 45.67% |
| LSTM | 73.34% | 60.12% | |
| Transformer | 76.12% | 62.45% | |
| GNN | 78.45% | 64.67% | |
| CNN-LSTM | 79.23% | 66.89% | |
| MobileOne_S4 | 80.45% | 68.34% | |
| ViM-S | 81.89% | 70.12% | |
| VMamba-T | 83.67% | 75.78% | |
| MambaVision-S | 85.12% | 77.45% | |
| ST-Mamba | 84.47% | 80.56% | |