Table 5 The average cross-testing accuracy and F1 scores, in parentheses, with domain adaptation for PAMAP2 and MHEALTH
Base Model | O’Halloran [13] | Wan [14] | Burns [15] | Kalouris [17] | Yatbaz [18] | Rueda [19] | ||
|---|---|---|---|---|---|---|---|---|
\(\begin{array}{l}\hbox {Source: P2 Aug} \\ \hbox {Target: MH Reorient}\end{array}\) | \(\begin{array}{l}14.17\\ (3.52)\end{array}\) | \(\begin{array}{l}77.39\\ (76.68)\end{array}\) | \(\begin{array}{l}43.15\\ (79.50)\end{array}\) | \(\begin{array}{l}80.21\\ (79.70)\end{array}\) | \(\begin{array}{l} 88.37\\ (86.85)\end{array}\) | \(\begin{array}{l}80.72\\ (80.89)\end{array}\) | \(\begin{array}{l}73.50\\ (73.03)\end{array}\) | \(\begin{array}{l}70.50\\ (69.96)\end{array}\) |
\(\begin{array}{l}\hbox {Source: MH Aug} \\ \hbox {Target: P2 Reorient}\end{array}\) | \(\begin{array}{l}49.55\\ (40.21)\end{array}\) | \(\begin{array}{l}63.01\\ (62.46)\end{array}\) | \(\begin{array}{l}63.17\\ (54.15)\end{array}\) | \(\begin{array}{l}75.96\\ (76.05)\end{array}\) | \(\begin{array}{l} 76.01\\ (74.27)\end{array}\) | \(\begin{array}{l}77.12\\ (75.34)\end{array}\) | \(\begin{array}{l}64.82\\ (64.80)\end{array}\) | \(\begin{array}{l}15.81\\ (4.32)\end{array}\) |