Table 4 The binary accuracy and F1 scores for cross-testing single and combined source datasets on the PD dataset
Base Model | O’Halloran [13] | Wan [14] | Burns [15] | Kalouris [17] | Yatbaz [18] | Rueda [19] | ||
|---|---|---|---|---|---|---|---|---|
\(\begin{array}{l}\hbox {Source: P2 Orig} \\ \hbox {Target: PD Reorient} \end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) |
\(\begin{array}{l}\hbox {Source: MH Orig} \\ \hbox {Target: PD Reorient} \end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}62.38\\ (2.88)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) |
\(\begin{array}{l}\hbox {Source: P2 Aug} \\ \hbox {Target: PD Reorient}\end{array}\) | \(\begin{array}{l}65.23\\ (33.66)\end{array}\) | \(\begin{array}{l}62.86\\ (26.27)\end{array}\) | \(\begin{array}{l}64.32\\ (28.63)\end{array}\) | \(\begin{array}{l}66.46\\ (0)\end{array}\) | \(\begin{array}{l}66.07\\ (16.50)\end{array}\) | \(\begin{array}{l}63.89\\ (22.48)\end{array}\) | \(\begin{array}{l}65.78\\ (17.81)\end{array}\) | \(\begin{array}{l}61.26\\ (17.82)\end{array}\) |
\(\begin{array}{l}\hbox {Source: MH Aug} \\ \hbox {Target: PD Reorient}\end{array}\) | \(\begin{array}{l}72.18\\ (30.78)\end{array}\) | \(\begin{array}{l}70.64\\ (36.72)\end{array}\) | \(\begin{array}{l}71.17\\ (35.55)\end{array}\) | \(\begin{array}{l}66.01\\ (19.14)\end{array}\) | \(\begin{array}{l}67.45\\ (11.82)\end{array}\) | \(\begin{array}{l}64.34\\ (28.15)\end{array}\) | \(\begin{array}{l}68.53\\ (25.81)\end{array}\) | \(\begin{array}{l}68.63\\ (34.66)\end{array}\) |
\(\begin{array}{l}\hbox {Source: P2 Aug AND} \\ \hbox {MH Reorient Aug} \\ \hbox {Target: PD Reorient}\end{array}\) | \(\begin{array}{l}55.56\\ (35.80)\end{array}\) | \(\begin{array}{l}71.25\\ (44.96)\end{array}\) | \(\begin{array}{l}73.74\\ (49.04)\end{array}\) | \(\begin{array}{l}66.37\\ (1.30)\end{array}\) | \(\begin{array}{l}63.85\\ (16.51)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}66.67\\ (0)\end{array}\) | \(\begin{array}{l}67.37\\ (25.13)\end{array}\) |