ECG Classification on PTBXL Sub
0.9021Macro AUCSPOTR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SPOTRApplicable scope=Physiological signals, Evaluation protocol=Linear Probing2026.06 | 0.9021 | — | — | — | 0.0002 | |
| HeartLangLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 0.8891 | — | — | — | — | |
| ECG-ScanTraining Size=100%, Input Modality=Image2026.04 | 0.853 | — | — | — | — | |
| MELPECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 0.812 | — | — | — | — | |
| ECG-ScanTraining Size=10%, Input Modality=Image2026.04 | 0.794 | — | — | — | — | |
| HeartLangLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 0.7934 | — | — | — | — | |
| LVCGLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 0.7919 | — | — | — | — | |
| HeartLangApplicable scope=ECG-only, Evaluation protocol=Linear Probing2026.06 | 0.7731 | — | — | — | 0.0028 | |
| ECG-ScanECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 0.767 | — | — | — | — | |
| D-BETAECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 0.759 | — | — | — | — | |
| MERL (ResNet)Zero-shot=true2026.02 | 0.757 | — | — | — | — | |
| MERLECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 0.757 | — | — | — | — | |
| CG-DMERZero-shot=true2026.02 | 0.7462 | — | — | — | — | |
| LVCGLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 0.7462 | — | — | — | — | |
| C-MELTZero-shot=true2026.02 | 0.7438 | — | — | — | — | |
| SimCLRTraining Size=100%, Input Modality=10s Signal2026.04 | 0.734 | — | — | — | — | |
| SimCLRLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 0.7339 | — | — | — | — | |
| MERL (Vit)Zero-shot=true2026.02 | 0.7262 | — | — | — | — | |
| LVCGLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 0.7061 | — | — | — | — | |
| ECG-ScanTraining Size=1%, Input Modality=Image2026.04 | 0.69 | — | — | — | — | |
| SimCLRTraining Size=10%, Input Modality=10s Signal2026.04 | 0.683 | — | — | — | — | |
| SimCLRLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 0.6827 | — | — | — | — | |
| nnU-Net + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 0.652 | — | — | — | — | |
| Open-Digitizer + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 0.648 | — | — | — | — | |
| HeartLangLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 0.6468 | — | — | — | — | |
| DIP + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 0.634 | — | — | — | — | |
| MOMENTApplicable scope=Time-series, Evaluation protocol=Linear Probing2026.06 | 0.6244 | — | — | — | 0.0107 | |
| ETPZero-shot=true2026.02 | 0.6225 | — | — | — | — | |
| SimCLRLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 0.6084 | — | — | — | — | |
| SimCLRTraining Size=1%, Input Modality=10s Signal2026.04 | 0.608 | — | — | — | — | |
| ST-MEMApplicable scope=ECG-only, Evaluation protocol=Linear Probing2026.06 | 0.5644 | — | — | — | 0.0125 | |
| ASTCLProtocol=Linear probing2026.02 | — | 0.6186 | 0.6877 | 0.7651 | — | |
| BarlowTwinsProtocol=Linear probing2026.02 | — | 0.6257 | 0.7084 | 0.7434 | — | |
| BYOLProtocol=Linear probing2026.02 | — | 0.5716 | 0.6744 | 0.7164 | — | |
| C-MELTProtocol=Linear probing2026.02 | — | 0.676 | 0.8037 | 0.8396 | — | |
| CG-DMERProtocol=Linear probing2026.02 | — | 0.696 | 0.8158 | 0.8767 | — | |
| CLOCSProtocol=Linear probing2026.02 | — | 0.5794 | 0.7255 | 0.7624 | — | |
| CRTProtocol=Linear probing2026.02 | — | 0.6198 | 0.7082 | 0.7867 | — | |
| ETPProtocol=Linear probing2026.02 | — | 0.6034 | 0.7666 | 0.8207 | — | |
| MERL (ResNet)Protocol=Linear probing2026.02 | — | 0.649 | 0.8056 | 0.8472 | — | |
| MERL (ViT)Protocol=Linear probing2026.02 | — | 0.6141 | 0.7755 | 0.8298 | — | |
| MoCo-v3Protocol=Linear probing2026.02 | — | 0.5588 | 0.6921 | 0.7669 | — | |
| Random Init (CNN)Protocol=Linear probing2026.02 | — | 0.5582 | 0.676 | 0.7791 | — | |
| Random Init (Trans)Protocol=Linear probing2026.02 | — | 0.5336 | 0.6756 | 0.7743 | — | |
| SimCLRProtocol=Linear probing2026.02 | — | 0.6084 | 0.6827 | 0.7339 | — | |
| SimSiamProtocol=Linear probing2026.02 | — | 0.6252 | 0.6931 | 0.7638 | — | |
| ST-MEMProtocol=Linear probing2026.02 | — | 0.5412 | 0.5786 | 0.6359 | — | |
| TS-TCCProtocol=Linear probing2026.02 | — | 0.5354 | 0.6698 | 0.7787 | — |