Gait Classification on WearGait (test)
83.42F1 ScoreTRIP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TRIPModality Arrival Order=Order-Independent2026.06 | 83.42 | — | — | |
| Oracle M1Modality Arrival Order=Order-Independent2026.06 | 80.2 | — | — | |
| Oracle M3Modality Arrival Order=Order-Independent2026.06 | 78.27 | — | — | |
| MOSAICModality Arrival Order=Order A, Modality Sequence=Walkway → Insole → IMU2026.06 | 73.22 | -1.34 | 99.76 | |
| MOSAICModality Arrival Order=Order B, Modality Sequence=Walkway → IMU → Insole2026.06 | 73.04 | -1.4 | 99.53 | |
| LwFModality Arrival Order=Order B, Modality Sequence=Walkway → IMU → Insole2026.06 | 69.76 | -6.01 | 95.35 | |
| LwFModality Arrival Order=Order A, Modality Sequence=Walkway → Insole → IMU2026.06 | 68.17 | -6.29 | 93.1 | |
| EWCModality Arrival Order=Order B, Modality Sequence=Walkway → IMU → Insole2026.06 | 66.33 | -9.28 | 90.82 | |
| EWCModality Arrival Order=Order A, Modality Sequence=Walkway → Insole → IMU2026.06 | 64.81 | -11.54 | 92.73 | |
| Oracle M2Modality Arrival Order=Order-Independent2026.06 | 62.4 | — | — | |
| Fine-TuningModality Arrival Order=Order B, Modality Sequence=Walkway → IMU → Insole2026.06 | 61.56 | -17.06 | 84.82 | |
| HarmonyModality Arrival Order=Order A, Modality Sequence=Walkway → Insole → IMU2026.06 | 58.63 | -14.76 | 80.21 | |
| Fine-TuningModality Arrival Order=Order A, Modality Sequence=Walkway → Insole → IMU2026.06 | 57.15 | -23.87 | 79.25 | |
| MedCoSSModality Arrival Order=Order B, Modality Sequence=Walkway → IMU → Insole2026.06 | 52.41 | -2.78 | 72.41 | |
| DRMNModality Arrival Order=Order A, Modality Sequence=Walkway → Insole → IMU2026.06 | 52.05 | -22.49 | 72.82 | |
| DRMNModality Arrival Order=Order B, Modality Sequence=Walkway → IMU → Insole2026.06 | 50.37 | -24.47 | 70.83 | |
| HarmonyModality Arrival Order=Order B, Modality Sequence=Walkway → IMU → Insole2026.06 | 46.85 | -25.2 | 65.11 | |
| MedCoSSModality Arrival Order=Order A, Modality Sequence=Walkway → Insole → IMU2026.06 | 45.45 | -4.92 | 61.89 | |
| LwIModality Arrival Order=Order A, Modality Sequence=Walkway → Insole → IMU2026.06 | 34.14 | -21.14 | 46.96 | |
| LwIModality Arrival Order=Order B, Modality Sequence=Walkway → IMU → Insole2026.06 | 33.52 | -22.76 | 45.98 |