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Joon-myoung Kwon

3 accepted papers

2023

ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram

NeurIPS 2023poster

Question answering (QA) in the field of healthcare has received much attention due to significant advancements in natural language processing. However, existing healthcare QA datasets primarily focus on medical images, clinical notes, or structured electronic health record tables. This leaves the va…

2023

ECGT2T: Towards Synthesizing Twelve-Lead Electrocardiograms from Two Asynchronous Leads

ICASSP 2023accepted

Electrocardiograms (ECGs) are a non-invasive measurement used to observe the condition of the heart. Modern wearable devices can record ECGs, but typically provide fewer leads–signal outputs from electrodes–than the 12 in standard electrocardiograms. Consequently, data generated from these devices m…

Cited by 0SourceScholar
2023

Text-to-ECG: 12-Lead Electrocardiogram Synthesis Conditioned on Clinical Text Reports

ICASSP 2023accepted

Electrocardiogram (ECG) synthesis is the area of research focused on generating realistic synthetic ECG signals for medical use without concerns over annotation costs or clinical data privacy restrictions. Traditional ECG generation models consider a single ECG lead and utilize GAN-based generative…

Cited by 0SourceScholar