Diagnostics
MSCA-Mamba: A Compact Multi-Scale Mamba Network for Multi-Label ECG Classification
By Dilber Çetintaş.
Abstract
Objective
Multi-label electrocardiogram (ECG) classification requires modeling morphological patterns across different temporal scales and their sequential relationships while maintaining limited model complexity. This study proposes Multi-Scale Channel-Attentive Mamba (MSCA-Mamba), a compact architecture integrating multi-scale feature extraction, branch-wise recalibration, and state-space sequence modeling.
