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Comparison of activity recognition accuracy without (1D CNN only) and with test data sharpening (1D CNN+Sharpen). The bold numbers indicate the highest accuracy for each model.
| Dataset (Model) | Class | 1D CNN Only (%) | 1D CNN + Sharpen (%) |
|---|---|---|---|
| OPPORTUNITY (Up) | 2 | 91.28 | 91.63 |
| UCI HAR (Dynamic) | 3 | 97.98 | 98.70 |
| UCI HAR (Static) | 3 | 96.60 | 96.67 |
