Beyond MIT-BIH: Failure Modes of Beat-Level ECG Arrhythmia Classification at Scale
A. Nicolson, R. Lunelli, Samuel Martin Pr ̈oll et al.
· 0 citations
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Open access
Sep 2026
BenchECG and xECG: a benchmark and baseline for ECG foundation models
Electrocardiograms (ECGs) are inexpensive, widely used, and well-suited to deep learning. Interest has grown in ECG foundation models that generalise across diverse downstream tasks. However, current evaluation rarely reflects the full capabilities expected of ECG foundation models, with prior work often using narrow...
R. Lunelli, A. Nicolson, S. Pröll et al.
· npj Digital Medicine · 0 citations