Open access
Jul 2026
Multi-Task Deep Learning Framework for Real-Time Quality Assessment and Probe Guidance in Echocardiography.
A multi-task guidance framework that jointly performs supervised view classification and cardiac structure segmentation and reuses their outputs to enable label-efficient, structure-specific image quality scoring through entropy-based metrics without additional quality annotations can assist novice or trainee users in consistently acquiring acceptable echocardiographic views with minimal additional annotation.
Hyunseok Jeong, Jaeik Jeon, Y. Yoon et al.
· IEEE journal of biomedical a... · 0 citations