Cardiac Phenotype Regression on UK Biobank ECG (test)
-4.86LVEDV ErrorRandom Init
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Random InitEvaluation Protocol=Linear Probing (LP), Scale=x10^-52025.06 | -4.86 | -3.89 | -7.03 | -7.61 | 18.3 | -38.8 | 0.936 | 3.61 | -9.66 | 0.983 | |
| SimCLREvaluation Protocol=Linear Probing (LP)2025.06 | 0.278 | 0.261 | 0.196 | 0.085 | 0.156 | 0.343 | 0.308 | 0.317 | 0.205 | 0.13 | |
| PTACL (w/o SMP)Evaluation Protocol=Linear Probing (LP), Configuration=w/o I phase of single modality pre-training2025.06 | 0.359 | 0.334 | 0.256 | 0.114 | 0.187 | 0.406 | 0.381 | 0.386 | 0.253 | 0.149 | |
| ECCLEvaluation Protocol=Full Fine-tuning (FN), Pre-training=Single middle short-axis slice2025.06 | 0.372 | 0.348 | 0.27 | 0.176 | 0.212 | 0.449 | 0.397 | 0.397 | 0.281 | 0.203 | |
| MAEEvaluation Protocol=Linear Probing (LP)2025.06 | 0.439 | 0.425 | 0.332 | 0.218 | 0.252 | 0.524 | 0.466 | 0.481 | 0.333 | 0.254 | |
| CMAEEvaluation Protocol=Linear Probing (LP)2025.06 | 0.451 | 0.38 | 0.316 | 0.103 | 0.281 | 0.536 | 0.49 | 0.445 | 0.32 | 0.129 | |
| SupervisedEvaluation Protocol=Full Fine-tuning (FN)2025.06 | 0.458 | 0.443 | 0.333 | 0.198 | 0.252 | 0.516 | 0.481 | 0.491 | 0.34 | 0.237 | |
| MMCLEvaluation Protocol=FN-AP, Pre-training=Long-axis slices with reconstruction loss2025.06 | 0.498 | 0.497 | 0.36 | 0.245 | — | 0.597 | 0.527 | 0.534 | 0.375 | 0.248 | |
| GlobalEvaluation Protocol=Linear Probing (LP), Configuration=w/ I phase of SMP2025.06 | 0.507 | 0.499 | 0.377 | 0.258 | 0.281 | 0.612 | 0.534 | 0.553 | 0.38 | 0.297 | |
| PTACL (w/ CosSim++)Evaluation Protocol=Linear Probing (LP), Configuration=w/ local loss maximizing cosine similarity for matching time steps2025.06 | 0.509 | 0.496 | 0.383 | 0.252 | 0.286 | 0.614 | 0.537 | 0.553 | 0.387 | 0.295 | |
| PTACLEvaluation Protocol=Linear Probing (LP), Configuration=w/ I phase of SMP2025.06 | 0.514 | 0.5 | 0.386 | 0.255 | 0.289 | 0.616 | 0.54 | 0.557 | 0.389 | 0.299 | |
| PTACLEvaluation Protocol=FN-AP, Configuration=w/ I phase of SMP2025.06 | 0.544 | 0.537 | 0.408 | 0.283 | 0.31 | 0.645 | 0.568 | 0.582 | 0.408 | 0.315 |