Research Article
Inception-LSTM Human Motion Recognition with Channel Attention Mechanism
Table 3
Experimental results of different models on self-built dataset.
| Algorithm model | Accuracy | Precision | Recall | F1 value | Model size |
| Classics CNN | 95.71% | 96.12% | 95.71% | 95.91% | 2.53 M | LSTM | 95.02% | 95.98% | 95.02% | 95.50% | 0.34 M | Neural network without ECA | 96.77% | 96.85% | 96.77% | 96.81% | 1.21 M | Original ECA | 98.44% | 98.54% | 98.44% | 98.49% | 1.24 M | The proposed model | 98.81% | 98.81% | 98.81% | 98.81% | 1.24 M |
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