CMYD-SurfaceNet: Scale-Aware Cascaded Multimodal MRI Segmentation via Representation-Level Structural Decoupling and Boundary-Constrained Learning

Reliable delineation of brain tumor boundaries in multimodal magnetic resonance imaging (MRI) remains challenging despite substantial advances in deep learning–based segmentation. Although modern encoder–decoder architectures achieve strong volumetric overlap, precise geometric alignment of tumor co...

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Detalhes bibliográficos

Principais autores:	Chaymae El Mechal, Mostefa Mesbah, Loubna Mazgouti, Fatima Zahra Ammor, Najiba El Amrani El Idrissi
Formato:	Artigo
Idioma:	Inglês
Publicado em:	MDPI AG 2026-06-01
coleção:	Digital
Assuntos:	brain tumor segmentation multimodal MRI nnU-Net boundary-aware segmentation cascaded segmentation representation-level learning
Acesso em linha:	https://www.mdpi.com/2673-6470/6/2/49
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