MedFuseNet: Compact Dual-Stream Fusion of CNN and Vision Foundation Features for Medical Image Classification
Medical image classification requires sensitivity to subtle local lesion morphology together with sufficient global contextual understanding of anatomical structure. Single convolutional neural networks (CNNs) emphasize texture and edge-level patterns but may underrepresent long-range relationships, whereas transformer...