Table 4 Model performance among the models of Threshold, Random Forest, and LSTM
From: An automated ICU agitation monitoring system for video streaming using deep learning classification
Method Classifications | Threshold (2-s) | Random Forest (2-s) | LSTM (30-s) | ||||||
|---|---|---|---|---|---|---|---|---|---|
ACC:0.80 | ACC:0.92 | ACC:0.92 | |||||||
P | R | F1 | P | R | F1 | P | R | F1 | |
Non-attention | 1 | 0.78 | 0.88 | 0.95 | 0.96 | 0.96 | 0.96 | 0.92 | 0.94 |
Attention | 0.34 | 0.98 | 0.50 | 0.67 | 0.60 | 0.63 | 0.83 | 0.92 | 0.87 |