Riyaz Hussain Shaik

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

MMA-UNet, a novel hybrid architecture that integrates multiple complementary mechanisms within an encoder-decoder framework, demonstrates strong robustness on T1-weighted contrast-enhanced MRI, and its generalizability to larger datasets remains to be established.