ECG Classification on PTBXL Form
84.1Macro AUCECG-Scan
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ECG-ScanTraining Size=100%, Input Modality=Image2026.04 | 84.1 | — | — | — | |
| ECG-ScanTraining Size=10%, Input Modality=Image2026.04 | 77.4 | — | — | — | |
| MELPECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 69.1 | — | — | — | |
| CG-DMERZero-shot=true2026.02 | 66.44 | — | — | — | |
| D-BETAECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 66.1 | — | — | — | |
| MERL (ResNet)Zero-shot=true2026.02 | 65.9 | — | — | — | |
| MERLECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 65.9 | — | — | — | |
| C-MELTZero-shot=true2026.02 | 65.55 | — | — | — | |
| ECG-ScanECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 65.1 | — | — | — | |
| MERL (Vit)Zero-shot=true2026.02 | 62.75 | — | — | — | |
| SimCLRTraining Size=100%, Input Modality=10s Signal2026.04 | 62.5 | — | — | — | |
| Open-Digitizer + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 58.6 | — | — | — | |
| nnU-Net + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 58.3 | — | — | — | |
| ETPZero-shot=true2026.02 | 57.44 | — | — | — | |
| ECG-ScanTraining Size=1%, Input Modality=Image2026.04 | 57.4 | — | — | — | |
| SimCLRTraining Size=10%, Input Modality=10s Signal2026.04 | 57 | — | — | — | |
| SimCLRTraining Size=1%, Input Modality=10s Signal2026.04 | 55 | — | — | — | |
| DIP + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 53.1 | — | — | — | |
| ASTCLProtocol=Linear probing2026.02 | — | 44.14 | 60.93 | 66.99 | |
| BarlowTwinsProtocol=Linear probing2026.02 | — | 52.12 | 60.39 | 66.14 | |
| BYOLProtocol=Linear probing2026.02 | — | 48.73 | 61.63 | 70.82 | |
| C-MELTProtocol=Linear probing2026.02 | — | 59.55 | 71.86 | 80.54 | |
| CG-DMERProtocol=Linear probing2026.02 | — | 60.25 | 73.95 | 81.01 | |
| CLOCSProtocol=Linear probing2026.02 | — | 51.97 | 57.96 | 72.65 | |
| CRTProtocol=Linear probing2026.02 | — | 46.41 | 59.49 | 68.73 | |
| ETPProtocol=Linear probing2026.02 | — | 56.6 | 68.75 | 76.13 | |
| MERL (ResNet)Protocol=Linear probing2026.02 | — | 58.26 | 72.43 | 79.65 | |
| MERL (ViT)Protocol=Linear probing2026.02 | — | 56.32 | 69.11 | 77.66 | |
| MoCo-v3Protocol=Linear probing2026.02 | — | 50.32 | 63.71 | 71.31 | |
| Random Init (CNN)Protocol=Linear probing2026.02 | — | 55.82 | 62.54 | 73 | |
| Random Init (Trans)Protocol=Linear probing2026.02 | — | 53.47 | 61.84 | 72.08 | |
| SimCLRProtocol=Linear probing2026.02 | — | 54.98 | 56.97 | 62.52 | |
| SimSiamProtocol=Linear probing2026.02 | — | 55.16 | 62.91 | 71.31 | |
| ST-MEMProtocol=Linear probing2026.02 | — | 55.71 | 59.99 | 66.07 | |
| TS-TCCProtocol=Linear probing2026.02 | — | 48.04 | 61.79 | 71.18 |