Disease Diagnosis Based on Deep Learning and Transfer Learning: Evolution from CNN to SAM
. Medical image analysis is crucial for clinical diagnosis. Recent advances in deep learning, especially convolutional neural networks (CNNs), have driven progress in this field. However, challenges such as high annotation costs, small sample sizes, and cross-center data heterogeneity limit model performance. Transfer...