Open-world electrocardiogram classification via domain knowledge-driven contrastive learning

Author:

Zhou ShuangORCID,Huang XiaoORCID,Liu NinghaoORCID,Zhang Wen,Zhang Yuan-Ting,Chung Fu-Lai

Funder

Hong Kong Polytechnic University

Publisher

Elsevier BV

Reference88 articles.

1. Deep learning approach for active classification of electrocardiogram signals;Al Rahhal;Information Sciences,2016

2. Classification of 12-lead ecgs: the physionet/computing in cardiology challenge 2020;Alday;Physiological Measurement,2020

3. Open world classification with adaptive negative samples;Bai,2022

4. Evaluation of uncertainty quantification methods in multi-label classification: A case study with automatic diagnosis of electrocardiogram;Barandas;Information Fusion,2024

5. Out-of-distribution detection in time-series domain: A novel seasonal ratio scoring approach;Belkhouja;ACM Transactions on Intelligent Systems and Technology,2023

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