Table 5.
Classification of activity levels using deep learning models.
| Activities | RNN | LSTM | RCNN |
|---|---|---|---|
| Door close | 78% | 82% | 80% |
| Hello | 100% | 100% | 100% |
| Help | 91% | 91% | 80% |
| Door open | 78% | 80% | 89% |
| Bath | 10% | 30% | 30% |
| Cabinet | 70% | 78% | 91% |
| Oven | 100% | 100% | 92% |
| Glass walk | 40% | 20% | 50% |
| Tap water | 60% | 12% | 93% |
| Flush | 71% | 71% | 100% |