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. 2019 Sep 18;10:996. doi: 10.3389/fneur.2019.00996

Table 4.

Primitive-level classification using IMU or accelerometer data.

Primitives Classification performance (PPV)
IMU Accelerometer
Reach 93% 77%
Transport 91% 80%
Reposition 93% 82%
Idle 92% 88%
Average 92.5% 82%

Classification performance is shown using the 7-sensor configuration (pelvis, sternum, head, and the active shoulder, upper arm, forearm, and hand). Accelerometers provided systematically poorer classification performance compared to IMUs across all primitives. Classification performance using accelerometry data was particularly low for reach (PPV 77%) and relatively higher for idle (PPV 88%).