Table 2.
Gait variable | Motion capture | AlphaPose | OpenPose | Detectron | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Front view walks | Back view walks | Front view walks | Back view walks | Front view walks | Back view walks | Front view walks | Back view walks | |||||||
Top camera | Eye-level camera | Top camera | Eye-level camera | Top camera | Eye-level camera | Top camera | Eye-level camera | Top camera | Eye-level camera | Top camera | Eye-level camera | |||
Cadence (steps per minute) | 106.44 (8.10) | 105.30 (8.98) | 106.23 (9.14) | 106.51 (8.62) | 105.63 (9.39) | 105.26 (9.30) | 106.22 (9.14) | 106.51 (8.62) | 105.63 (9.40) | 105.26 (9.29) | 106.23 (9.14) | 106.52 (8.62) | 105.63 (9.39) | 105.26 (9.29) |
Step time (s) | 0.57 (0.06) | 0.58 (0.07) | 0.57 (0.10) | 0.57 (0.06) | 0.58 (0.17) | 0.58 (0.07) | 0.57 (0.10) | 0.57 (0.06) | 0.58 (0.17) | 0.58 (0.07) | 0.57 (0.10) | 0.57 (0.06) | 0.58 (0.17) | 0.58 (0.07) |
Step width (m)* | 0.09 (0.05) | 0.10 (0.04) | 0.63 (0.20) | 0.62 (0.20) | 0.55 (0.16) | 0.54 (0.16) | 0.62 (0.46) | 0.67 (0.29) | 0.59 (0.23) | 0.54 (0.22) | 0.66 (0.19) | 0.64 (0.19) | 0.86 (1.92) | 0.54 (0.15) |
CV step time | 0.06 (0.03) | 0.06 (0.04) | 0.13 (0.10) | 0.06 (0.02) | 0.16 (0.18) | 0.06 (0.03) | 0.13 (0.10) | 0.06 (0.02) | 0.16 (0.18) | 0.06 (0.03) | 0.13 (0.10) | 0.06 (0.02) | 0.16 (0.18) | 0.06 (0.03) |
CV step width | 0.42 (0.21) | 0.37 (0.16) | 0.27 (0.08) | 0.30 (0.07) | 0.27 (0.08) | 0.28 (0.07) | 0.38 (0.21) | 0.38 (0.12) | 0.37 (0.10) | 0.39 (0.09) | 0.25 (0.07) | 0.28 (0.06) | 0.29 (0.12) | 0.27 (0.08) |
eMOS (m)a | 0.04 (0.02) | 0.04 (0.02) | 0.25 (0.12) | 0.23 (0.10) | 0.22 (0.09) | 0.21 (0.08) | 0.33 (0.14) | 0.30 (0.14) | 0.28 (0.12) | 0.25 (0.11) | 0.25 (0.12) | 0.23 (0.09) | 0.40 (0.15) | 0.21 (0.09) |
aNote that except for cadence and step time, the values calculated from the pose tracking algorithms are dimensionless (normalized by hip width) and cannot be directly compared with motion capture values