Pathology detection from ECG data on PTB-XL (test)
0.896AUCAD:Ours Joint-train
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AD:Ours Joint-trainPretraining=Anomaly Detection (Ours), Finetuning Strategy=Joint-train2026.03 | 0.896 | 83.5 | 84.8 | |
| MoCoPretraining=MoCo, Finetuning=Yes2026.03 | 0.878 | 81.3 | 82.6 | |
| AD:Ours FinetuningPretraining=Anomaly Detection (Ours), Finetuning Strategy=Finetuning2026.03 | 0.876 | 81.8 | 80.5 | |
| Meta-Parameterized SimCLRFT dataset size=2500, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.867 | — | — | |
| AD:TSLPretraining=AD:TSL, Finetuning=Yes2026.03 | 0.864 | 79.7 | 79.4 | |
| Contrastive LearningPretraining=Contrastive Learning, Finetuning=Yes2026.03 | 0.859 | 81.4 | 77.6 | |
| SimCLRFT dataset size=2500, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.858 | — | — | |
| Train from ScratchTraining Mode=From Scratch2026.03 | 0.858 | 77.4 | 79 | |
| No PTFT dataset size=2500, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.845 | — | — | |
| Meta-Parameterized SimCLRFT dataset size=1000, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.84 | — | — | |
| SimCLRFT dataset size=1000, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.822 | — | — | |
| No PTFT dataset size=1000, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.82 | — | — | |
| Meta-Parameterized SimCLRFT dataset size=500, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.817 | — | — | |
| SimCLRFT dataset size=500, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.798 | — | — | |
| No PTFT dataset size=500, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.787 | — | — | |
| Meta-Parameterized SimCLRFT dataset size=250, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.778 | — | — | |
| SimCLRFT dataset size=250, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.765 | — | — | |
| No PTFT dataset size=250, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.761 | — | — | |
| Meta-Parameterized SimCLRFT dataset size=100, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.761 | — | — | |
| SimCLRFT dataset size=100, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.746 | — | — | |
| No PTFT dataset size=100, Backbone=ResNet-18, FT access setting=Full FT Access2021.11 | 0.715 | — | — |