TABLE III.
Dataset | Model | Correlation Coefficient |
||
---|---|---|---|---|
mlGRFa | apGRFa | vGRFa | ||
| ||||
Overground Walking | Baseline | 0.93±0.03 | 0.91±0.02 | 0.90±0.04 |
Proposed SSLb | 0.94±0.03 | 0.93±0.03 | 0.93±0.03 | |
| ||||
Treadmill Walking | Baseline | 0.84±0.04 | 0.93±0.02 | 0.87±0.03 |
Proposed SSLb | 0.90±0.03 | 0.97±0.01 | 0.94±0.02 | |
Drop Landing | Baseline | 0.70±0.12 | 0.86±0.07 | 0.88±0.06 |
Proposed SSLb | 0.72±0.12 | 0.87±0.06 | 0.89±0.06 |
ml: medial-lateral; ap: anterior-posterior; v: vertical
The model is pre-trained on the synthetic IMU dataset.