Table 6 Ablation results.
From: A gait recognition architecture for early screening in the assessment of Parkinson’s patients
Model | Global-info expert | Spatio-temporal expert | Local motion expert | Contour expert | Paramters count | CASIA-B | ||
|---|---|---|---|---|---|---|---|---|
NM | BG | CL | ||||||
GaitBase | – | – | – | – | 7.818M | 92.80 | 91.10 | 77.80 |
GRE-MFF-GaitBase w/o Global-Info Expert | – | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | 7.886M | 93.60 | 92.80 | 82.50 |
GRE-MFF-GaitBase w/o Spatio-Temporal Expert | \(\checkmark\) | – | \(\checkmark\) | \(\checkmark\) | 7.874M | 95.80 | 93.40 | 84.60 |
GRE-MFF-GaitBase w/o Local Motion Expert | \(\checkmark\) | \(\checkmark\) | – | \(\checkmark\) | 7.875M | 96.30 | 94.10 | 84.90 |
GRE-MFF-GaitBase w/o Contour Expert | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | – | 7.881M | 96.10 | 93.80 | 85.10 |
GRE-MFF-GaitBase (Full) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | 8.093M | 98.70 | 97.50 | 89.20 |
