Human Activity Recognition on MHEALTH (LOSO cross val)
92.25AccuracyOurs (Embedded Inter-Subject Variability framework)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours (Embedded Inter-Subject Variability framework)Evaluation Protocol=LOSO cross-validation2026.03 | 92.25 | 90.65 | — | — | |
| UIDFEEvaluation Protocol=LOSO cross-validation2026.03 | 89.82 | 82.75 | — | — | |
| MCsCNNEvaluation Protocol=LOSO cross-validation2026.03 | 87.36 | 78.88 | — | — | |
| METIEREvaluation Protocol=LOSO cross-validation2026.03 | 85.83 | 82.52 | — | — | |
| DDLearnEvaluation Protocol=LOSO cross-validation2026.03 | 85.29 | 78.25 | — | — | |
| DCLSTMEvaluation Protocol=LOSO cross-validation2026.03 | 84.82 | 81.57 | — | — | |
| Baseline2026.04 | — | — | 91.9 | 15.7 | |
| Channel-Free HAR2026.04 | — | — | 98.3 | 93.8 | |
| Early Fusion (EF)2026.04 | — | — | 78.4 | 67.1 | |
| Late Fusion (LF)2026.04 | — | — | 91.1 | 86.7 | |
| Mid Fusion (MF)2026.04 | — | — | 88.7 | 73.3 |