Table 5 Detailed performance evaluation of our approach on our custom dataset.
Activity | ID | Total | S1 | S2 | S3 | S4 | S5 | S6 | S7 | S8 | Average | MAE | RMSE |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Run (no. of steps) | A1 | 50 | 49 | 49 | 43 | 49 | 49 | 48 | 50 | 47 | 48.00 | 2.00 | 2.8723 |
Jumps | A2 | 50 | 51 | 50 | 50 | 50 | 50 | 49 | 49 | 50 | 49.88 | 0.375 | 0.6124 |
Squats | A3 | 10 | 10 | 11 | 10 | 9 | 10 | 13 | 10 | 10 | 10.38 | 0.625 | 1.1726 |
Inline lunge | A4 | 10 | 8 | 12 | 10 | 10 | 10 | 10 | 10 | 10 | 10.00 | 0.50 | 1.0000 |
Sit to stand | A5 | 10 | 9 | 9 | 9 | 10 | 9 | 10 | 10 | 10 | 9.50 | 0.50 | 0.7071 |
Standing shoulder abduction | A6 | 10 | 10 | 11 | 10 | 9 | 10 | 10 | 10 | 10 | 10.00 | 0.25 | 0.5000 |
Standing shoulder extension | A7 | 10 | 10 | 9 | 10 | 9 | 6 | 7 | 8 | 12 | 8.88 | 1.625 | 2.0917 |
Standing shoulder internal external rotation | A8 | 10 | 10 | 10 | 9 | 10 | 9 | 10 | 10 | 10 | 9.75 | 0.25 | 0.5000 |
Standing shoulder scapation | A9 | 10 | 9 | 10 | 9 | 12 | 10 | 9 | 16 | 10 | 10.63 | 1.375 | 2.3184 |
Side lunge | A10 | 5 | 6 | 6 | 12 | 7 | 4 | 8 | 4 | 9 | 7.00 | 2.50 | 3.2016 |
Hurdle step (no. of steps) | A11 | 10 | 9 | 12 | 15 | 16 | 12 | 19 | 20 | 9 | 14.00 | 4.50 | 5.6125 |
Average | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1.3182 | 1.8717 |