arxivcs.CV2026-07-07
MSA-DCNN: A Data-Efficient Multi-Scale Deformable CNN for Medical Image Classification
Hamza Hussaini, Shahana Bano, Eyad Elyan, Carlos Francisco Moreno-García
Existing deep learning methods perform well in medical image classification but struggle with multi-scale morphology and limited annotations due to fixed sampling and data-hungry training. Existing approaches address these challenges in isolation: DCN-based models provide adaptiv…