Skip to main content

Table 3 The MHEALTH to PAMAP2 direct cross-testing accuracy results

From: Deep neural networks for wearable sensor-based activity recognition in Parkinson’s disease: investigating generalizability and model complexity

 

Base Model

O’Halloran [13]

Wan [14]

Burns [15]

Chen/Jordao [10, 16]

Kalouris [17]

Yatbaz [18]

Rueda [19]

\(\begin{array}{l}\hbox {Source: MH Orig} \\ \hbox {Target: P2 Orig}\end{array}\)

\(\begin{array}{l}3.49\\ (2.45)\end{array}\)

\(\begin{array}{l}14.67\\ (5.94)\end{array}\)

\(\begin{array}{l}12.63 \\ (7.79)\end{array}\)

\(\begin{array}{l}24.73\\ (13.57)\end{array}\)

\(\begin{array}{l}6.40\\ (3.52)\end{array}\)

\(\begin{array}{l}14.88\\ (10.76)\end{array}\)

\(\begin{array}{l}15.36\\ (10.79)\end{array}\)

\(\begin{array}{l}5.50\\ (3.75)\end{array}\)

\(\begin{array}{l}\hbox {Source: MH Orig} \\ \hbox {Target: P2 Reorient}\end{array}\)

\(\begin{array}{l}57.90\\ (55.23)\end{array}\)

\(\begin{array}{l}57.28\\ (53.65)\end{array}\)

\(\begin{array}{l}61.95\\ (59.59)\end{array}\)

\(\begin{array}{l}53.77\\ (50.83)\end{array}\)

\(\begin{array}{l}37.38\\ (28.90)\end{array}\)

\(\begin{array}{l}58.75\\ (57.62)\end{array}\)

\(\begin{array}{l}43.71\\ (43.61)\end{array}\)

\(\begin{array}{l}67.91\\ (65.28)\end{array}\)

\(\begin{array}{l}\hbox {Source: MH Aug} \\ \hbox {Target: P2 Orig}\end{array}\)

\(\begin{array}{l}43.29\\ (40.86)\end{array}\)

\(\begin{array}{l}52.88\\ (48.75)\end{array}\)

\(\begin{array}{l}42.50\\ (39.67)\end{array}\)

\(\begin{array}{l}47.42\\ (44.27)\end{array}\)

\(\begin{array}{l}24.86\\ (22.09)\end{array}\)

\(\begin{array}{l}47.89\\ (44.86)\end{array}\)

\(\begin{array}{l}43.35\\ (40.68)\end{array}\)

\(\begin{array}{l}47.49\\ (43.51)\end{array}\)

\(\begin{array}{l}\hbox {Source: MH Aug} \\ \hbox {Target: P2 Reorient}\end{array}\)

\(\begin{array}{l}66.74\\ (64.58)\end{array}\)

\(\begin{array}{l}63.42\\ (59.84)\end{array}\)

\(\begin{array}{l}66.27\\ (63.83)\end{array}\)

\(\begin{array}{l}76.15\\ (75.96)\end{array}\)

\(\begin{array}{l}64.08\\ (60.94)\end{array}\)

\(\begin{array}{l}71.84\\ (70.12)\end{array}\)

\(\begin{array}{l}65.56\\ (63.40)\end{array}\)

\(\begin{array}{l}69.65\\ (67.68)\end{array}\)

  1. ‘P2 Reorient’ refers to PAMAP2 with the sensor axes reoriented to match MHEALTH (the source), and ‘MH Aug’ refers to augmented MHEALTH data. The values are shown, with F1 scores presented in parentheses