Signal-Guided Multitask Learning for Myocardial Infarction Classification Using Images of Electrocardiogram
Signal-guided multitask DL algorithm demonstrated superior performance compared with previous single-task algorithm. The DL algorithm supports the physicians' decision discriminating MI ECGs from non-MI ECGs. The improvement was consistent in subgroups of STEMI and NSTEMI.
Authors
- Jang Hoon Lee (ORCID: https://orcid.org/0000-0002-7101-0236)
- Myeong Seop Kim (ORCID: https://orcid.org/0000-0002-4373-1896)
- Jungrae Cho (ORCID: https://orcid.org/0000-0003-3600-468X)
- Hyuk Kyoon Park (ORCID: https://orcid.org/0000-0001-5589-269X)
- Myung Hwan Bae (ORCID: https://orcid.org/0000-0001-7677-4895)
- Se Yong Jang (ORCID: https://orcid.org/0000-0002-4981-879X)
- Dong Heon Yang (ORCID: https://orcid.org/0000-0002-1646-6126)
- Minsu Jung (ORCID: https://orcid.org/0000-0001-8594-6644)
- Yongkeun Cho (ORCID: https://orcid.org/0000-0001-9455-0190)
- Hong Nyun Kim (ORCID: https://orcid.org/0000-0002-9903-1848)
- Sungmoon Jeong (ORCID: https://orcid.org/0000-0002-4579-3150)
- Bo Eun Park (ORCID: https://orcid.org/0000-0002-5245-9863)
- Hyohun Choi (ORCID: https://orcid.org/0000-0003-2274-1734)
- Hun Sik Park (ORCID: https://orcid.org/0000-0001-7138-1494)
- Byungeun Shon (ORCID: https://orcid.org/0000-0001-5161-2398)
- Eunkyu Lee (ORCID: https://orcid.org/0009-0000-4903-5288)
- Jong Sung Park (ORCID: https://orcid.org/0000-0001-6996-2476)
- Yoon Jung Park (ORCID: https://orcid.org/0000-0001-5132-226X)
- Namkyun Kim (ORCID: https://orcid.org/0000-0001-8457-0403)
Institutions
- Kyungpook National University Hospital (KR)
- Kyungpook National University (KR)
Publication Details
- Journal
- Cardiology
- Published
- 2024-11-06
- DOI
- https://doi.org/10.1159/000542399
- Citations
- 2
- Primary Topic
- ECG Monitoring and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.80