Interpretable and backpropagation-free Green Learning for efficient multi-task echocardiographic segmentation and classification
The research introduces a novel framework called Green Learning to perform simultaneous segmentation of the Left Ventricle (LV) and classification of Left Ventricular Ejection Fraction (LVEF) in echocardiography. This method is designed to be interpretable and avoids the need for backpropagation, achieving top performance with fewer model parameters.