Research Article
GaitRec-Net: A Deep Neural Network for Gait Disorder Detection Using Ground Reaction Force
Table 6
Fivefold cross-validation result of GaitRec-Net architecture on the GaitRec dataset.
| Fold | Training samples | Valid samples | Loss | Ac. | Valid loss | Valid Ac. | Total epochs |
| 1 | 271992 | 30936 | 0.2299 | 0.9169 | 0.2999 | 0.9168 | 52 | 2 | 271960 | 30968 | 0.2352 | 0.9157 | 0.2351 | 0.9157 | 43 | 3 | 271862 | 31066 | 0.2335 | 0.9154 | 0.2334 | 0.9154 | 49 | 4 | 271774 | 31154 | 0.2299 | 0.9171 | 0.2299 | 0.9171 | 58 | 5 | 272093 | 30835 | 0.2308 | 0.9161 | 0.2308 | 0.9161 | 44 | | | Average: | 0.23186 | 0.91624 | 0.24582 | 0.91622 | 49.2 |
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