表 7. Recognition accuracy of machine learning model (Ninapro-DB1–12 multi-finger movements).
机器学习模型识别准确率(Ninapro-DB1–12种多指运动)
| 特征 | DT | BP | SVM | KNN |
| MAV | 84.11% | 85.62% | 85.80% | 92.01% |
| RMS | 84.11% | 91.10% | 92.51% | 93.56% |
| VAR | 85.32% | 88.42% | 88.33% | 92.46% |
| WL | 84.71% | 89.56% | 90.87% | 90.30% |
| MPF | 62.41% | 75.64% | 66.29% | 86.85% |
| MF | 62.41% | 79.90% | 73.36% | 88.28% |
| T | 86.61% | 94.60% | 95.12% | 94.52% |
| F | 63.14% | 79.50% | 65.53% | 88.34% |
| TF | 82.98% | 92.40% | 95.85% | 94.43% |