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. 2022 Jun 8;13:886723. doi: 10.3389/fphys.2022.886723

TABLE 1.

ECG reconstruction results of multiple methods on different datasets.

Method Dataset RMSE PRD
BiLSTM-CNN GAN * MIT-BIH 0.22 51.80
BiLSTM-GRU * MIT-BIH 0.31 74.05
BiLSTM-LSTM * MIT-BIH 0.35 84.80
BiLSTM-MLP * MIT-BIH 0.61 147.73
ECG VAE United Kingdom Biobank 0.16 26.51
Multi-Domain VAE (Proposed) United Kingdom Biobank 0.17 27.45

*Values obtained directly from Zhu et al. (2019)