Table 12 The feature-level comparison of different methods in PTB-XL and CPSC2018

From: Multi-channel masked autoencoder and comprehensive evaluations for reconstructing 12-lead ECG from arbitrary single-lead ECG

Dataset

Method

Input

MHRSD

MHRCV

MHRRange

PTB-XL

Original

*

2.2137

3.21%

7.2195

Garg et al.30

Lead II

1.1608

1.70%

3.5872

MCMA

Lead II

1.0073

1.51%

3.0958

Seo et al.32

Lead I

1.8943

2.74%

6.3984

Joo et al.33

Lead I

2.6891

4.03%

8.8273

Zhan et al.35

Lead I

2.6952

3.82%

9.0689

MCMA

Lead I

1.1164

1.63%

3.5413

CPSC2018

Original

*

2.1313

2.65%

7.1267

Garg et al.30

Lead II

0.9545

1.24%

3.0523

MCMA

Lead II

0.7732

0.99%

2.4776

Seo et al.32

Lead I

2.1899

2.79%

7.5269

Joo et al.33

Lead I

2.4136

3.31%

8.1059

Zhan et al.35

Lead I

2.8610

3.71%

9.9589

MCMA

Lead I

1.3510

1.40%

4.4984