arxivcs.LGcs.AI2026-07-12
LSTrans: Efficient Knowledge Transfer for Lightweight and Automated ECG Classification
Yi Zhao, Jiajun Gao, Chenyang Xu, Yuxi Zhou, Hao Wang
Deploying deep learning models for automated electrocardiogram classification on resource-constrained wearable devices remains challenging due to high computational costs. To address this, we propose LSTrans, a lightweight hybrid model designed for efficient and sensitive ECG ana…