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ResearchFormerly WizWand

Pathology detection from ECG data on PTB-XL (test)

0.896AUCAD:Ours Joint-train
0.707760.756630.80550.85437Nov 2, 2021Jul 26, 2022Apr 19, 2023Jan 10, 2024Oct 3, 2024Jun 26, 2025Mar 20, 2026
Updated 7mo ago

Evaluation results

MethodLinks
AD:Ours Joint-trainPretraining=Anomaly Detection (Ours), Finetuning Strategy=Joint-train2026.030.89683.584.8
MoCoPretraining=MoCo, Finetuning=Yes2026.030.87881.382.6
AD:Ours FinetuningPretraining=Anomaly Detection (Ours), Finetuning Strategy=Finetuning2026.030.87681.880.5
Meta-Parameterized SimCLRFT dataset size=2500, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.867——
AD:TSLPretraining=AD:TSL, Finetuning=Yes2026.030.86479.779.4
Contrastive LearningPretraining=Contrastive Learning, Finetuning=Yes2026.030.85981.477.6
SimCLRFT dataset size=2500, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.858——
Train from ScratchTraining Mode=From Scratch2026.030.85877.479
No PTFT dataset size=2500, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.845——
Meta-Parameterized SimCLRFT dataset size=1000, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.84——
SimCLRFT dataset size=1000, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.822——
No PTFT dataset size=1000, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.82——
Meta-Parameterized SimCLRFT dataset size=500, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.817——
SimCLRFT dataset size=500, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.798——
No PTFT dataset size=500, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.787——
Meta-Parameterized SimCLRFT dataset size=250, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.778——
SimCLRFT dataset size=250, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.765——
No PTFT dataset size=250, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.761——
Meta-Parameterized SimCLRFT dataset size=100, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.761——
SimCLRFT dataset size=100, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.746——
No PTFT dataset size=100, Backbone=ResNet-18, FT access setting=Full FT Access2021.110.715——