Riyaz Hussain Shaik

Integrating state space models and attention mechanisms for brain tumor segmentation in MRI

Brain tumor segmentation from MRI is clinically critical yet challenging due to heterogeneous appearance and irregular boundaries. Conventional CNN based methods lack effective global context modeling, while transformer-based approaches are computationally expensive and unstable on limited datasets. To address these,...