A Clinically Grounded Review of Medical Image Classification: Quantitative Insights into CNNs, Vision Transformers, and Hybrid CNN-ViT Models.
CNNs provide a robust baseline for medical image classification, whereas ViT- and hybrid-based architectures offer complementary strengths under appropriate data and training conditions, however, limited external validation and inconsistent reporting indicate that strong retrospective performance should not be interpre...