Classification on PAMAP2 original and sensor dropout
94.8AccuracyFlowPath
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FlowPathMissing Rate=0%2025.11 | 94.8 | 95.8 | 95.5 | 95.6 | |
| Neural CDEMissing Rate=0%2025.11 | 94.2 | 95.2 | 94.8 | 95 | |
| FlowPathMissing Rate=10%2025.11 | 86.6 | 89.5 | 87.4 | 88.3 | |
| Neural CDEMissing Rate=10%2025.11 | 85.8 | 88.8 | 86.3 | 87.3 | |
| Trans-meanMissing Rate=0%2025.11 | 83.7 | 84.9 | 86.4 | 85.1 | |
| TransformerMissing Rate=0%2025.11 | 83.5 | 84.8 | 86 | 85 | |
| GRU-DMissing Rate=0%2025.11 | 83.3 | 84.6 | 85.2 | 84.8 | |
| FlowPathMissing Rate=20%2025.11 | 77 | 82.4 | 77.1 | 79.1 | |
| RaindropMissing Rate=10%2025.11 | 76.7 | 79.9 | 77.9 | 78.6 | |
| mTANDMissing Rate=0%2025.11 | 74.6 | 74.3 | 79.5 | 76.8 | |
| Neural CDEMissing Rate=20%2025.11 | 74.4 | 81 | 74.7 | 76.8 | |
| RaindropMissing Rate=0%2025.11 | 74.3 | 75.6 | 77.9 | 76.6 | |
| RaindropMissing Rate=20%2025.11 | 71.3 | 75.8 | 72.5 | 73.4 | |
| GRU-DMissing Rate=10%2025.11 | 68.4 | 74.2 | 70.8 | 72 | |
| FlowPathMissing Rate=30%2025.11 | 67.3 | 75.1 | 67.7 | 70 | |
| SeFTMissing Rate=0%2025.11 | 67.1 | 70 | 68.2 | 68.5 | |
| Neural CDEMissing Rate=30%2025.11 | 65.5 | 73.1 | 64.9 | 67.1 | |
| Trans-meanMissing Rate=30%2025.11 | 65.1 | 63.8 | 67.9 | 64.9 | |
| GRU-DMissing Rate=20%2025.11 | 64.8 | 69.8 | 65.8 | 67.2 | |
| Trans-meanMissing Rate=10%2025.11 | 62.4 | 59.6 | 63.7 | 62.7 | |
| TransformerMissing Rate=20%2025.11 | 62.3 | 65.9 | 61.4 | 61.8 | |
| TransformerMissing Rate=10%2025.11 | 60.9 | 58.4 | 59.1 | 56.9 | |
| RaindropMissing Rate=30%2025.11 | 60.3 | 68.1 | 60.3 | 61.9 | |
| FlowPathMissing Rate=40%2025.11 | 58.1 | 67 | 57.1 | 59.6 | |
| GRU-DMissing Rate=30%2025.11 | 58 | 63.2 | 58.2 | 59.3 | |
| RaindropMissing Rate=40%2025.11 | 57 | 65.4 | 56.7 | 58.9 | |
| Trans-meanMissing Rate=20%2025.11 | 56.8 | 59.4 | 53.2 | 55.3 | |
| Neural CDEMissing Rate=40%2025.11 | 55.8 | 67.7 | 54.5 | 57.7 | |
| mTANDMissing Rate=10%2025.11 | 53.4 | 54.8 | 57 | 55.9 | |
| TransformerMissing Rate=30%2025.11 | 52 | 55.2 | 50.1 | 48.4 | |
| FlowPathMissing Rate=50%2025.11 | 52 | 66.3 | 51.3 | 54.1 | |
| Neural CDEMissing Rate=50%2025.11 | 49.9 | 65.5 | 48.9 | 51.6 | |
| GRU-DMissing Rate=50%2025.11 | 49.7 | 52.4 | 42.5 | 47.5 | |
| Trans-meanMissing Rate=40%2025.11 | 48.7 | 55.8 | 54.2 | 55.1 | |
| GRU-DMissing Rate=40%2025.11 | 47.7 | 63.4 | 44.5 | 47.5 | |
| RaindropMissing Rate=50%2025.11 | 47.2 | 59.4 | 44.8 | 47.6 | |
| Trans-meanMissing Rate=50%2025.11 | 46.4 | 59.1 | 43.1 | 46.5 | |
| mTANDMissing Rate=20%2025.11 | 45.6 | 49.2 | 49 | 49 | |
| TransformerMissing Rate=40%2025.11 | 43.8 | 44.6 | 40.5 | 40.2 | |
| TransformerMissing Rate=50%2025.11 | 43.2 | 52 | 36.9 | 41.9 | |
| SeFTMissing Rate=10%2025.11 | 40 | 40.8 | 41 | 39.9 | |
| mTANDMissing Rate=30%2025.11 | 34.7 | 43.4 | 36.3 | 39.5 | |
| SeFTMissing Rate=20%2025.11 | 34.2 | 34.9 | 34.6 | 33.3 | |
| SeFTMissing Rate=30%2025.11 | 31.7 | 31 | 32 | 28 | |
| SeFTMissing Rate=40%2025.11 | 26.8 | 24.1 | 28 | 23.3 | |
| SeFTMissing Rate=50%2025.11 | 26.4 | 23 | 27.5 | 23.5 | |
| mTANDMissing Rate=40%2025.11 | 23.7 | 33.9 | 26.4 | 29.3 | |
| mTANDMissing Rate=50%2025.11 | 20.9 | 35.1 | 23 | 27.7 |