Open access
Aug 2026
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.
Saritha Saladi, Riyaz Hussain Shaik, Abhi Chevuri et al.
· Scientific Reports · 0 citations