| 模型 | 睡眠阶段准确度 | 整体准确度 | kappa系数 | ||||
| N3 | N2 | N1 | REM | W | |||
| LSTM | 74% | 84% | 39% | 68% | 83% | 73.2% | 0.64 | 
| CNN | 59% | 82% | 40% | 38% | 80% | 68.0% | 0.56 | 
| RNN | 60% | 80% | 10% | 15% | 80% | 61.8% | 0.49 |