Figure 1.

Block diagram of sensor-based PD detection pipeline: (a) preprocessing pipeline to down-sample the inertial data and calculate an adaptive threshold; (b) human activity recognition pipeline to parse the inertial data to dynamic activity and identify walk-like events from them; (c) deep convolutional neural PD classifier.