Challenging deep learning universality: a complete evaluation of conventional machine learning and deep learning in classifying brain tumors using magnetic resonance imaging
Accurate and timely classification is essential for brain tumor treatment planning. Classical machine learning (ML) with handcrafted features on moderate-sized datasets is under-represented, despite deep learning (DL) dominating medical image analysis. This study proposes a paradigm-agnostic comparison of cl...