ECG Classification on CPSC 2018 (Macro AUC Thresholds)
71.7Macro AUC (1%)CG-DMER
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CG-DMERProtocol=Linear probing2026.02 | 71.7 | 86.43 | 91.32 | |
| C-MELTProtocol=Linear probing2026.02 | 70.5 | 86 | 90.72 | |
| MERL (ResNet)Protocol=Linear probing2026.02 | 70.33 | 85.32 | 90.57 | |
| MERL (ViT)Protocol=Linear probing2026.02 | 69.25 | 82.82 | 89.44 | |
| ETPProtocol=Linear probing2026.02 | 67.67 | 82.4 | 87.97 | |
| MoCo-v3Protocol=Linear probing2026.02 | 62.13 | 76.74 | 75.29 | |
| BYOLProtocol=Linear probing2026.02 | 60.88 | 74.42 | 78.75 | |
| SimCLRProtocol=Linear probing2026.02 | 59.78 | 68.52 | 76.54 | |
| CLOCSProtocol=Linear probing2026.02 | 59.59 | 77.78 | 77.49 | |
| SimSiamProtocol=Linear probing2026.02 | 58.35 | 72.89 | 75.31 | |
| CRTProtocol=Linear probing2026.02 | 58.01 | 76.43 | 82.03 | |
| ASTCLProtocol=Linear probing2026.02 | 57.9 | 77.01 | 79.51 | |
| TS-TCCProtocol=Linear probing2026.02 | 57.07 | 73.62 | 78.72 | |
| ST-MEMProtocol=Linear probing2026.02 | 56.69 | 63.32 | 70.39 | |
| BarlowTwinsProtocol=Linear probing2026.02 | 55.12 | 72.75 | 78.39 | |
| Random Init (CNN)Protocol=Linear probing2026.02 | 54.96 | 71.47 | 78.33 | |
| Random Init (Trans)Protocol=Linear probing2026.02 | 52.93 | 68 | 77.44 |