SM-FSL: Similarity Guided Multi-Source Few-Shot Learning for Lung Ultrasound Diagnosis.
The Global-Local Multi-Source Domain Network (GLMD-Net) for LUS analysis in data-scarce scenarios is developed, which first employs the proposed Average Nearest Neighbor Set Distance (ANNSD) to prioritize relevant source domains for pre-training and harmonizes multi-source gradient updates.