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A multi-label ECG classification algorithm based on self-supervised pretraining and multi-modal semantic alignment

delete2026-02-18
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PRE
AI
Q
Qian Wang
W
Weilun Meng *
C
Congfan Gan
H
Hongnian Yu
Y
Yongqiang Cheng
DOI:10.1016/j.bspc.2026.109866delete
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摘要

摘要

En 中文
• 本文提出了一种多标签ECG分类算法。 • 具有自监督预训练的对比增强网络增强了特征。 • 一种语义引导的多模态融合对齐跨模态语义以进行特征融合。 • 一种多标签对比损失缓解了类别不平衡并提高了精度。
Keyword:
multi-label ECG classification
self-supervised pretraining
multi-modal fusion
contrastive loss
semantic alignment

期刊

Biomedical Signal Processing and Control 封面图
Biomedical Signal Processing and Control
IF:
4.9
论文数:
1.0W
被引数:
2.4W

机构

E
edinburgh napier university
学者数:
460
论文数: 283
被引数: 0
U
university of sunderland
学者数:
54
论文数: 44
被引数: 0
Y
yanshan university
学者数:
4.6K
论文数: 1.4K
被引数: 0
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