Interpretable and backpropagation-free Green Learning for efficient multi-task echocardiographic segmentation and classification 事件

Interpretable and backpropagation-free Green Learning for efficient multi-task echocardiographic segmentation and classification arXiv:2601.19743v3 Announce Type: replace-cross Abstract: Echocardiography is a cornerstone for managing heart failure (HF), with Left Ventricular Ejection Fraction (LVEF) being a critical metric for guiding therapy. However, manual LVEF assessment suffers from high inter-observer variability, while existing Deep Learning (DL) models are often computationally intensiv