ECG diagnosis on ECG-LT (test)
0.964AUROCAD:Ours Joint-train
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AD:Ours Joint-trainPretraining=Anomaly Detection (Ours), Finetuning Strategy=Joint-train2026.03 | 0.964 | 93.1 | 92.5 | |
| AD:Ours FinetuningPretraining=Anomaly Detection (Ours), Finetuning Strategy=Finetuning2026.03 | 0.948 | 92.5 | 88.9 | |
| AD:TSLPretraining=AD:TSL, Finetuning=Yes2026.03 | 0.925 | 87.8 | 87.9 | |
| Contrastive LearningPretraining=Contrastive Learning, Finetuning=Yes2026.03 | 0.923 | 88.2 | 88.8 | |
| Train from ScratchTraining Mode=From Scratch2026.03 | 0.91 | 87.9 | 83 | |
| MoCoPretraining=MoCo, Finetuning=Yes2026.03 | 0.906 | 84.4 | 87.6 | |
| AD:Ours Joint-trainPretraining=Anomaly Detection (Ours), Finetuning Strategy=Joint-train2026.03 | 0.854 | 84.2 | 86.6 | |
| AD:Ours FinetuningPretraining=Anomaly Detection (Ours), Finetuning Strategy=Finetuning2026.03 | 0.79 | 76.3 | 81.8 | |
| MoCoPretraining=MoCo, Finetuning=Yes2026.03 | 0.788 | 75.3 | 81.3 | |
| Contrastive LearningPretraining=Contrastive Learning, Finetuning=Yes2026.03 | 0.779 | 76 | 79.7 | |
| Train from ScratchTraining Mode=From Scratch2026.03 | 0.773 | 72.6 | 82 | |
| AD:TSLPretraining=AD:TSL, Finetuning=Yes2026.03 | 0.768 | 72.2 | 81.4 |