Multiscale Bidirectional Input Convolutional and Deep Neural Network for Human Activity Recognition

Table 7

Comparison results of different model.

Model	Input	acc_combo
Lightgbm	Aggregation feature data	0.774
DNN	Aggregation feature data	0.713
MCNN	Forward and reverse sequence	0.834
CNN	Forward and reverse sequence	0.812
ResNet	Forward sequence	0.828
VGG19	Forward sequence	0.435
Bidirectional LSTM	Forward and reverse sequence	0.708
MBCDNN	Forward, reverse and aggregation feature	0.887