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cs.CV2026
MHMamba: Multi-Head Mamba for 3D Brain Tumor Segmentation
Hanjun Tao, Hua Wang, Fan Zhang
Brain tumors exhibit high heterogeneity in morphology and multimodal contrast, making manual slice-by-slice de lineation time-consuming and experience-dependent, thus necessitating…
cs.CV2025
Effective Attention-Guided Multi-Scale Medical Network for Skin Lesion Segmentation
Siyu Wang, Hua Wang, Huiyu Li +1
In the field of healthcare, precise skin lesion segmentation is crucial for the early detection and accurate diagnosis of skin diseases. Despite significant advances in deep learni…
cs.CV2025★ 1 cited
Decoding with Structured Awareness: Integrating Directional, Frequency-Spatial, and Structural Attention for Medical Image Segmentation
Fan Zhang, Zhiwei Gu, Hua Wang
To address the limitations of Transformer decoders in capturing edge details, recognizing local textures and modeling spatial continuity, this paper proposes a novel decoder framew…