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Author

Hiromasa Hayama

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Open access Oct 2026

Language-supervised electrocardiogram interpretation with vision transformer

Most artificial intelligence models for electrocardiogram (ECG) interpretation rely on task-specific supervised learning, requiring dedicated labeled datasets for each diagnostic task and limiting scalability across diverse cardiac conditions. This study investigated whether vision-language learning from paired ECG rec...

Xue Zhou, Tian-Hui Li, Keijiro Nakamura et al. · 0 citations

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