ECG diagnosis on ECG-LT Uncommon (test)
0.977AUROCAD:Ours Joint-train
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AD:Ours Joint-trainPretraining=Anomaly Detection (Ours), Finetuning Strategy=Joint-train2026.03 | 0.977 | 93.7 | 93.8 | |
| AD:Ours FinetuningPretraining=Anomaly Detection (Ours), Finetuning Strategy=Finetuning2026.03 | 0.968 | 91.5 | 92.1 | |
| AD:TSLPretraining=AD:TSL, Finetuning=Yes2026.03 | 0.95 | 89.6 | 89.9 | |
| Contrastive LearningPretraining=Contrastive Learning, Finetuning=Yes2026.03 | 0.948 | 89.6 | 89.7 | |
| MoCoPretraining=MoCo, Finetuning=Yes2026.03 | 0.947 | 89.4 | 91.1 | |
| Train from ScratchTraining Mode=From Scratch2026.03 | 0.932 | 87.2 | 86.5 |