Open Access
Table 2
Enhanced CBAM component ablation results
| Configuration | Acc./% | Params/106 | FLOPs /109 |
|
|---|---|---|---|---|
| UT-HAR | NTU-Fi_HAR | |||
| CNN without attention | 95.8 | 97.5 | 2.1 | 0.8 |
| Original CBAM(Baseline) | 98.6 | 99.4 | 2.3 | 0.9 |
| + ECA Only | 98.8 | 99.5 | 2.2 | 0.85 |
| + MSSA Only | 98.9 | 99.6 | 2.4 | 1.0 |
| + ECA + MSSA | 99.0 | 99.7 | 2.5 | 1.05 |
| + ECA + Adaptive Weights | 99.0 | 99.7 | 2.3 | 0.9 |
| + MSSA+ Adaptive Weights | 99.1 | 99.8 | 2.5 | 1.1 |
| Full Enhanced CBAM (Ours) | 99.2 | 100 | 2.6 | 1.15 |
Note： The best results are highlighted in bold.
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