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Table 7 Comparison of the results of the delineation model to other DL architectures

From: Improved delineation model of a standard 12-lead electrocardiogram based on a deep learning algorithm

Authors

Dataset

Lead

Class

Method

Performance Results (%)

ACC

SEN

SPE

PRE

F1

Chen et al. [34]

LUDB

1

4

U-Net

-

99.88

-

-

-

Liu et al. [35]

LUDB

1

3

ResNet and LSTM

-

99.83

-

-

-

Moskalenko et al. [36]

LUDB

1

3

U-Net

-

99.23

-

98.99

99.06

Jimenez-Perez et al. [37]

LUDB

Multi-lead

3

W-Net

-

99.93

-

99.87

-

Proposed study

LUDB

12

4

CNN-BiLSTM

98.82

95.93

99.21

95.94

95.93