Research Article
A Novel Multichannel Dilated Convolution Neural Network for Human Activity Recognition
Table 2
Confusion matrix of human activity recognition classification.
| Activity type | Prediction | Recall (%) | F1 score (%) | Walking | Downstairs | Upstairs | Sitting | Standing | Laying |
| True | Walking | 455 | 15 | 26 | 0 | 0 | 0 | 91.73 | 95.09 | Downstairs | 6 | 462 | 1 | 2 | 0 | 0 | 98.09 | 97.16 | Upstairs | 0 | 2 | 418 | 0 | 0 | 0 | 99.52 | 96.65 | Sitting | 0 | 1 | 0 | 427 | 55 | 8 | 86.97 | 91.14 | Standing | 0 | 0 | 0 | 17 | 515 | 0 | 96.80 | 93.47 | Laying | 0 | 0 | 0 | 0 | 0 | 537 | 100 | 99.26 | Precision (%) | 98.70 | 96.25 | 93.93 | 95.74 | 90.35 | 98.53 | Accuracy: 95.49% |
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