Multi-level spatio-relational segformer (MLSRS-SegFormer): A novel vision transformer with adaptive spatial induction and dynamic positional encoding

Medical image segmentation is foundational to precision medicine. However, state-of-the-art Vision Transformers (ViTs) inherently suffer from a critical trade-off between comprehensive global contextualization and robust local boundary discrimination, especially in high-variance clinical data. This...

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Autori principali:	Inda Rusdia Sofiani, Hadi Suyono, Erni Yudaningtyas, Fitri Utaminingrum
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	Elsevier 2025-12-01
Serie:	MethodsX
Soggetti:	Medical Image Segmentation Vision Transformer Deep Learning Hausdorff Bias Relative Positional Encoding Semantic Segmentation
Accesso online:	http://www.sciencedirect.com/science/article/pii/S2215016125005370
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