Weiming Zhu

[Application of hybrid attention guided dual-path residual learning in magnetic resonance imaging diagnosis].

DRCSA-Net achieves high accuracy on all four public datasets and demonstrates good effectiveness and stability in the single-/dual-path comparison, ablation experiments, and robustness analysis, providing a structurally clear and stable implementation scheme for brain tumor MRI classification.