id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
ajst-30181	Hou, Beibei; Guan, Saizong	MambaFormer3D: A Hybrid Transformer-Mamba Network for 3D Brain Tumor Segmentation 	2025	7	.pdf	application/pdf	3656	205	43	Among its various applications, brain tumor segmentation is a vital task that aims to identify and segment different tumor subregions from multi-modal MRI scans, such as T1, T1ce, T2, and FLAIR [2]. Through the synergy of MALR and LMA modules, MambaFormer3D significantly improves the performance of medical image segmentation tasks, especially in brain tumor segmentation, while ensuring high efficiency.	cache/ajst-30181.pdf	txt/ajst-30181.txt