Table 5 The signal-level evaluation of mean square error (MSE) and Pearson correlation coefficient (PCC) between the generated and real 12-lead ECG in the internal testing set, PTB-XL
Output | I | II | III | aVR | aVL | aVF | V1 | V2 | V3 | V4 | V5 | V6 | Mean |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Input | |||||||||||||
| Â | MSE | ||||||||||||
I | 0.0032 | 0.0095 | 0.0120 | 0.0032 | 0.0055 | 0.0101 | 0.0149 | 0.0466 | 0.0444 | 0.0293 | 0.0193 | 0.0140 | 0.0177 |
II | 0.0074 | 0.0035 | 0.0112 | 0.0029 | 0.0087 | 0.0054 | 0.0166 | 0.0484 | 0.0480 | 0.0297 | 0.0183 | 0.0132 | 0.0178 |
III | 0.0069 | 0.0075 | 0.0065 | 0.0056 | 0.0050 | 0.0052 | 0.0171 | 0.0497 | 0.0530 | 0.0381 | 0.0247 | 0.0167 | 0.0197 |
aVR | 0.0052 | 0.0056 | 0.0162 | 0.0018 | 0.0089 | 0.0093 | 0.0150 | 0.0460 | 0.0440 | 0.0270 | 0.0158 | 0.0116 | 0.0172 |
aVL | 0.0046 | 0.0090 | 0.0078 | 0.0049 | 0.0040 | 0.0072 | 0.0160 | 0.0472 | 0.0482 | 0.0343 | 0.0228 | 0.0157 | 0.0185 |
aVF | 0.0077 | 0.0048 | 0.0077 | 0.0045 | 0.0067 | 0.0042 | 0.0170 | 0.0496 | 0.0514 | 0.0346 | 0.0220 | 0.0153 | 0.0188 |
V1 | 0.0072 | 0.0098 | 0.0173 | 0.0047 | 0.0093 | 0.0113 | 0.0092 | 0.0371 | 0.0464 | 0.0368 | 0.0231 | 0.0153 | 0.0190 |
V2 | 0.0085 | 0.0103 | 0.0169 | 0.0055 | 0.0100 | 0.0113 | 0.0131 | 0.0206 | 0.0288 | 0.0336 | 0.0258 | 0.0174 | 0.0168 |
V3 | 0.0080 | 0.0103 | 0.0179 | 0.0052 | 0.0099 | 0.0116 | 0.0152 | 0.0304 | 0.0172 | 0.0229 | 0.0221 | 0.0166 | 0.0156 |
V4 | 0.0074 | 0.0089 | 0.0162 | 0.0044 | 0.0096 | 0.0104 | 0.0166 | 0.0419 | 0.0293 | 0.0127 | 0.0151 | 0.0140 | 0.0156 |
V5 | 0.0067 | 0.0075 | 0.0160 | 0.0035 | 0.0093 | 0.0096 | 0.0162 | 0.0464 | 0.0402 | 0.0195 | 0.0094 | 0.0103 | 0.0162 |
V6 | 0.0065 | 0.0071 | 0.0160 | 0.0033 | 0.0092 | 0.0093 | 0.0155 | 0.0474 | 0.0452 | 0.0247 | 0.0123 | 0.0081 | 0.0171 |
Mean | 0.0066 | 0.0078 | 0.0135 | 0.0041 | 0.0080 | 0.0087 | 0.0152 | 0.0426 | 0.0413 | 0.0286 | 0.0192 | 0.0140 | 0.0175 |
| Â | PCC | ||||||||||||
I | 0.9880 | 0.7719 | 0.5516 | 0.9222 | 0.8357 | 0.5436 | 0.8400 | 0.7413 | 0.7410 | 0.8195 | 0.8604 | 0.8720 | 0.7906 |
II | 0.8389 | 0.9870 | 0.6201 | 0.9343 | 0.6236 | 0.8670 | 0.8113 | 0.7212 | 0.7117 | 0.8219 | 0.8768 | 0.8920 | 0.8088 |
III | 0.8438 | 0.8174 | 0.9778 | 0.8203 | 0.8808 | 0.8814 | 0.7995 | 0.7090 | 0.6621 | 0.7389 | 0.7965 | 0.8203 | 0.8123 |
aVR | 0.9131 | 0.9030 | 0.3281 | 0.9885 | 0.6174 | 0.6038 | 0.8406 | 0.7418 | 0.7472 | 0.8443 | 0.9026 | 0.9176 | 0.7790 |
aVL | 0.9249 | 0.7711 | 0.8622 | 0.8483 | 0.9763 | 0.7171 | 0.8204 | 0.7343 | 0.7037 | 0.7709 | 0.8178 | 0.8361 | 0.8152 |
aVF | 0.8231 | 0.9245 | 0.8697 | 0.8637 | 0.7453 | 0.9783 | 0.8003 | 0.7083 | 0.6763 | 0.7710 | 0.8282 | 0.8486 | 0.8198 |
V1 | 0.8353 | 0.7498 | 0.2492 | 0.8562 | 0.5706 | 0.4704 | 0.9798 | 0.8071 | 0.7012 | 0.7482 | 0.8113 | 0.8406 | 0.7183 |
V2 | 0.8040 | 0.7300 | 0.2865 | 0.8249 | 0.5582 | 0.4720 | 0.8810 | 0.9830 | 0.8666 | 0.7785 | 0.7867 | 0.8070 | 0.7315 |
V3 | 0.8152 | 0.7365 | 0.2303 | 0.8351 | 0.5469 | 0.4682 | 0.8358 | 0.8842 | 0.9866 | 0.8824 | 0.8313 | 0.8251 | 0.7398 |
V4 | 0.8364 | 0.7881 | 0.3247 | 0.8698 | 0.5579 | 0.5469 | 0.8092 | 0.7784 | 0.8703 | 0.9872 | 0.9157 | 0.8752 | 0.7633 |
V5 | 0.8624 | 0.8344 | 0.3373 | 0.9096 | 0.5790 | 0.5879 | 0.8183 | 0.7408 | 0.7796 | 0.9199 | 0.9865 | 0.9471 | 0.7752 |
V6 | 0.8685 | 0.8490 | 0.3353 | 0.9202 | 0.5852 | 0.6041 | 0.8324 | 0.7329 | 0.7397 | 0.8707 | 0.9509 | 0.9871 | 0.7730 |
Mean | 0.8628 | 0.8219 | 0.4977 | 0.8828 | 0.6731 | 0.6451 | 0.8391 | 0.7735 | 0.7655 | 0.8294 | 0.8637 | 0.8724 | 0.7772 |