ECG Classification on PTBXL Rhythm
93.3Macro AUCECG-Scan
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ECG-ScanTraining Size=100%, Input Modality=Image2026.04 | 93.3 | — | — | — | |
| HeartLangLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 90.34 | — | — | — | |
| D-BETAECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 88.6 | — | — | — | |
| MELPECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 85.4 | — | — | — | |
| ECG-ScanTraining Size=10%, Input Modality=Image2026.04 | 85 | — | — | — | |
| ECG-ScanECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 84 | — | — | — | |
| LVCGLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 83.94 | — | — | — | |
| Open-Digitizer + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 82.7 | — | — | — | |
| CG-DMERZero-shot=true2026.02 | 80.77 | — | — | — | |
| C-MELTZero-shot=true2026.02 | 79.87 | — | — | — | |
| LVCGLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 79.87 | — | — | — | |
| MERL (ResNet)Zero-shot=true2026.02 | 78.5 | — | — | — | |
| MERLECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 78.5 | — | — | — | |
| SimCLRLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 77.73 | — | — | — | |
| SimCLRTraining Size=100%, Input Modality=10s Signal2026.04 | 77.7 | — | — | — | |
| DIP + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 76.5 | — | — | — | |
| HeartLangLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 76.22 | — | — | — | |
| MERL (Vit)Zero-shot=true2026.02 | 75.9 | — | — | — | |
| nnU-Net + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 75.9 | — | — | — | |
| ECG-ScanTraining Size=1%, Input Modality=Image2026.04 | 74.7 | — | — | — | |
| LVCGLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 72.03 | — | — | — | |
| SimCLRLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 69.44 | — | — | — | |
| SimCLRTraining Size=10%, Input Modality=10s Signal2026.04 | 69.4 | — | — | — | |
| ETPZero-shot=true2026.02 | 66.56 | — | — | — | |
| HeartLangLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 62.08 | — | — | — | |
| SimCLRLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 51.41 | — | — | — | |
| SimCLRTraining Size=1%, Input Modality=10s Signal2026.04 | 51.4 | — | — | — | |
| ASTCLProtocol=Linear probing2026.02 | — | 52.38 | 71.98 | 76.05 | |
| BarlowTwinsProtocol=Linear probing2026.02 | — | 50.12 | 73.54 | 77.62 | |
| BYOLProtocol=Linear probing2026.02 | — | 41.99 | 74.4 | 77.17 | |
| C-MELTProtocol=Linear probing2026.02 | — | 62.88 | 83 | 88.76 | |
| CG-DMERProtocol=Linear probing2026.02 | — | 64.47 | 84.69 | 90.76 | |
| CLOCSProtocol=Linear probing2026.02 | — | 47.19 | 71.88 | 76.31 | |
| CRTProtocol=Linear probing2026.02 | — | 47.44 | 73.52 | 74.41 | |
| ETPProtocol=Linear probing2026.02 | — | 51.88 | 77.32 | 81 | |
| MERL (ResNet)Protocol=Linear probing2026.02 | — | 53.33 | 82.88 | 88.34 | |
| MERL (ViT)Protocol=Linear probing2026.02 | — | 52.16 | 78.07 | 81.83 | |
| MoCo-v3Protocol=Linear probing2026.02 | — | 51.38 | 71.66 | 74.33 | |
| Random Init (CNN)Protocol=Linear probing2026.02 | — | 46.26 | 62.36 | 79.29 | |
| Random Init (Trans)Protocol=Linear probing2026.02 | — | 45.36 | 60.33 | 77.26 | |
| SimCLRProtocol=Linear probing2026.02 | — | 51.41 | 69.44 | 77.73 | |
| SimSiamProtocol=Linear probing2026.02 | — | 49.3 | 69.47 | 75.92 | |
| ST-MEMProtocol=Linear probing2026.02 | — | 51.12 | 65.44 | 74.85 | |
| TS-TCCProtocol=Linear probing2026.02 | — | 43.34 | 69.48 | 78.23 |