Table 2. Averaged rank-1 accuracies (%) on CASIA-B, excluding identical-view cases, using various numbers of provided gait frames.
| The number of segmented silhouettes ( m) | 5 | 10 | 15 | 20 | 25 | |
|---|---|---|---|---|---|---|
| The number of new generated frames (n) | 25 | 20 | 15 | 10 | 5 | |
| NM | Skeleton models | 95.7 | 96.6 | 96.6 | 96.5 | 96.6 |
| Horizontal flipping | 95.4 | 95.3 | 95.4 | 95.4 | 95.1 | |
| CycleGAN | 95.5 | 95.4 | 95.6 | 95.3 | 95.0 | |
| BG | Skeleton models | 88.2 | 90.2 | 90.4 | 90.4 | 90.8 |
| Horizontal flipping | 88.3 | 88.7 | 88.7 | 89.0 | 88.2 | |
| CycleGAN | 89.4 | 89.4 | 89.0 | 88.6 | 88.5 | |
| CL | Skeleton models | 68.6 | 71.8 | 74.6 | 75.6 | 74.5 |
| Horizontal flipping | 69.0 | 69.3 | 69.2 | 68.8 | 69.4 | |
| CycleGAN | 68.9 | 69.0 | 69.6 | 68.2 | 71.7 | |