ECG Classification on PTBXL Super
90.9Macro AUCECG-Scan
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ECG-ScanTraining Size=100%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 90.9 | — | — | — | |
| ECGFounderTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 90.7 | — | — | — | |
| MELPTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 90 | — | — | — | |
| D-BETATraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 89.8 | — | — | — | |
| D-BETATraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 88.9 | — | — | — | |
| MELPTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 88.8 | — | — | — | |
| MERLTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 88.7 | — | — | — | |
| ECGFounderTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 88.7 | — | — | — | |
| ECG-ScanTraining Size=10%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 88.4 | — | — | — | |
| HeartlangTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 88 | — | — | — | |
| HeartLangLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 87.52 | — | — | — | |
| AnyECG-chatTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 86.7 | — | — | — | |
| MERLTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 86.3 | — | — | — | |
| Open-Digitizer + D-BETATraining Size=100%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 86.3 | — | — | — | |
| ECG-FMTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 85.9 | — | — | — | |
| HeartLangLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 85.59 | — | — | — | |
| Open-Digitizer + D-BETATraining Size=10%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 85.3 | — | — | — | |
| ECGFounderTraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 85.1 | — | — | — | |
| AnyECG-chatTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 84.7 | — | — | — | |
| nnUNet + D-BETATraining Size=100%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 84.7 | — | — | — | |
| HeartlangTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 84.2 | — | — | — | |
| D-BETATraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 84.1 | — | — | — | |
| CLIPTraining Size=100%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 83.7 | — | — | — | |
| ESITraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 83.2 | — | — | — | |
| nnUNet + D-BETATraining Size=10%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 82.9 | — | — | — | |
| MELPTraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 82.8 | — | — | — | |
| ECG-ScanTraining Size=1%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 82.7 | — | — | — | |
| MERLTraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 82.4 | — | — | — | |
| ECG-FMTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 82.2 | — | — | — | |
| MedSigLIPTraining Size=100%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 81.5 | — | — | — | |
| ASTCLLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 81.02 | — | — | — | |
| ASTCLTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 81 | — | — | — | |
| DIP + D-BETATraining Size=100%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 80.7 | — | — | — | |
| CLIPTraining Size=10%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 80.2 | — | — | — | |
| LVCGLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 80.13 | — | — | — | |
| AnyECG-chatTraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 79.2 | — | — | — | |
| Open-Digitizer + D-BETATraining Size=1%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 79.2 | — | — | — | |
| LVCGLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 79.03 | — | — | — | |
| HeartLangLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 78.94 | — | — | — | |
| TS-TCCLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 78.91 | — | — | — | |
| TS-TCCTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 78.9 | — | — | — | |
| BarlowTwinsLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 78.41 | — | — | — | |
| BarlowTwinsTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 78.4 | — | — | — | |
| MedSigLIPTraining Size=10%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 78.4 | — | — | — | |
| MoCo-v3Training Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 78.3 | — | — | — | |
| MoCo-v3Label Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 78.26 | — | — | — | |
| CRTLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 78.24 | — | — | — | |
| CRTTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 78.2 | — | — | — | |
| ESITraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 78.1 | — | — | — | |
| DIP + D-BETATraining Size=10%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 77.9 | — | — | — | |
| ASTCLLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 77.31 | — | — | — | |
| ASTCLTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 77.3 | — | — | — | |
| CRTLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 77.24 | — | — | — | |
| ECG-ScanECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 77.2 | — | — | — | |
| CRTTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 77.2 | — | — | — | |
| MoCo-v3Training Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 76.7 | — | — | — | |
| MoCo-v3Label Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 76.65 | — | — | — | |
| BYOLTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 76.5 | — | — | — | |
| BYOLLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 76.45 | — | — | — | |
| CLOCSLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 76.31 | — | — | — | |
| CLOCSTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 76.3 | — | — | — | |
| D-BETAECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 76.2 | — | — | — | |
| MELPECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 76.2 | — | — | — | |
| nnUNet + D-BETATraining Size=1%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 76.1 | — | — | — | |
| BarlowTwinsTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 76 | — | — | — | |
| BarlowTwinsLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 75.96 | — | — | — | |
| TS-TCCTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 75.9 | — | — | — | |
| TS-TCCLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 75.88 | — | — | — | |
| CG-DMERZero-shot=true2026.02 | 75.65 | — | — | — | |
| SimSiamLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 75.63 | — | — | — | |
| SimSiamTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 75.6 | — | — | — | |
| LVCGLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 75.33 | — | — | — | |
| C-MELTZero-shot=true2026.02 | 75.12 | — | — | — | |
| MERL (ResNet)Zero-shot=true2026.02 | 74.2 | — | — | — | |
| MERLECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 74.2 | — | — | — | |
| BYOLLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 73.83 | — | — | — | |
| BYOLTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 73.8 | — | — | — | |
| SimCLRLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 73.53 | — | — | — | |
| SimCLRTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 73.5 | — | — | — | |
| MERITSource Domain=CSN2026.05 | 73.44 | — | — | — | |
| MERL (Vit)Zero-shot=true2026.02 | 73.43 | — | — | — | |
| CLOCSTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 73.4 | — | — | — | |
| CLOCSLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 73.36 | — | — | — | |
| MoCo-v3Training Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 73.2 | — | — | — | |
| SimSiamTraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 73.2 | — | — | — | |
| MedSigLIPTraining Size=1%, Input Modality=Image, Evaluation Protocol=Linear Probing2026.04 | 73.2 | — | — | — | |
| MoCo-v3Label Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 73.19 | — | — | — | |
| SimSiamLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 73.15 | — | — | — | |
| HeartlangTraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 73.1 | — | — | — | |
| BarlowTwinsTraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 72.9 | — | — | — | |
| BarlowTwinsLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 72.87 | — | — | — | |
| SimSiamTraining Size=10%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 72.7 | — | — | — | |
| SimSiamLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 72.7 | — | — | — | |
| ASTCLLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 72.51 | — | — | — | |
| ASTCLTraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 72.5 | — | — | — | |
| D-BETASource Domain=CSN2026.05 | 71.91 | — | — | — | |
| ECG-FMTraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 71.9 | — | — | — | |
| BYOLTraining Size=1%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 71.7 | — | — | — | |
| BYOLLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 71.7 | — | — | — | |
| ST-MEMTraining Size=100%, Input Modality=10s Signal, Evaluation Protocol=Linear Probing2026.04 | 71.4 | — | — | — |