SIENNA: Lightweight Generalizable Machine Learning Platform for Brain Tumor Diagnostics

SIENNA is a lightweight, generalizable machine learning platform designed for automated brain tumor diagnostics using MRI imaging. The platform integrates CNN-based classification with efficient preprocessing pipelines, enabling deployment in resource-constrained clinical environments. SIENNA demonstrates robust performance across diverse tumor types and imaging protocols, achieving high diagnostic accuracy with minimal computational overhead. This work contributes toward democratizing AI-assisted diagnostics in neurosurgical settings.