Current ECG representation benchmarks overstate the benefits of pretraining and produce unstable method rankings; a random encoder with linear probing is competitive on many tasks.
URL https://www.sciencedirect.com/ science/article/pii/S1551713607001377
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Position: Evaluation of ECG Representations Must Be Fixed
Current ECG representation benchmarks overstate the benefits of pretraining and produce unstable method rankings; a random encoder with linear probing is competitive on many tasks.