Table 13 The diagnostic-level comparison of different methods in CODE-test

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

Method

Input

Pre

Rec

Spe

F1

Reference

12-lead ECG

0.8747

0.9100

0.9958

0.8872

Garg et al.30

Lead II

0.7268

0.8542

0.9881

0.7808

Input for MCMA

Lead II

0.0682

0.0339

0.9778

0.0333

MCMA

Lead II

0.8401

0.8588

0.9946

0.8410

Seo et al.32

Lead I

0.8248

0.8480

0.9948

0.8299

Joo et al.33

Lead I

0.7817

0.7846

0.9938

0.7730

Zhan et al.35

Lead I

0.8171

0.8739

0.9946

0.8423

Input for MCMA

Lead I

0.3971

0.1309

0.9910

0.1824

MCMA

Lead I

0.8289

0.8257

0.9956

0.8223

Back to article page