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npj Digital Medicine· 2026Q1

BenchECG and xECG: a benchmark and baseline for ECG foundation models

Riccardo Lunelli, Angus Nicolson, Samuel Pröll, Sebastian J. Reinstadler et al.

Short summary

BenchECG, a new open benchmark using 8 datasets (421,171 patients) and 10 tasks, enables rigorous evaluation of ECG foundation models, while the xECG model (using xLSTM and SimDINOv2) achieved the top score (0.838) on it.

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Field: Cardiology and Cardiovascular Medicine

Cardiology and Cardiovascular MedicineMedicine