Deep Residual Bidir-LSTM for Human Activity Recognition Using Wearable Sensors

Table 1

Accuracy and F1 score for each algorithm with the public domain UCI dataset. The best result in each column is highlighted in bold.

Algorithm	Accuracy	F1 score
MC-HF-SVM	89.3%	-
Baseline LSTM	90.8%	90.8%
Bidir-LSTM	91.1%	91.1%
Res-LSTM	91.6%	91.5%
Res-Bidir-LSTM	93.6	93.5