Research Article

Deep Convolutional Generative Adversarial Network with LSTM for ECG Denoising

Table 3

The results of removing different kinds of noise by Bi-LSTM and LSTM-DCGAN.

IndicatorsMethodsNoise type
MABWEM

SNRimpBi-LSTM20.80718.89615.063
LSTM-DCAGN18.33419.87317.941

RMSEBi-LSTM0.0290.0360.057
LSTM-DCAGN0.0390.0330.041

PRDBi-LSTM10.90413.52520.724
LSTM-DCAGN14.14012.11715.140