Table 5 Epoch size along with the number of features selected before and after applying BBA based feature selection method for all the three HAR datasets.
Dataset | Model | #Runs with epoch | #Features before using BBA | #Features after using BBA |
|---|---|---|---|---|
HARTH | Mobilenet_v3_large | 40 | 960 | 471 |
Efficientnet_b0 | 40 | 1280 | 464 | |
Concatenated feature vector | 40 | 2240 | 906 | |
KU-HAR | Mobilenet_v3_large | 40 | 960 | 499 |
Efficientnet_b0 | 40 | 1280 | 721 | |
Concatenated feature vector | 40 | 2240 | 1249 | |
HuGaDB | Mobilenet_v3_large | 40 | 1280 | 621 |
Efficientnet_b0 | 40 | 960 | 423 | |
Concatenated feature vector | 40 | 2240 | 1067 |