Prior Knowledge-Guided CNN-Swin Transformer Hybrid Network for Osteonecrosis of the Femoral Head in MRI

Accurate JIC (Japanese Investigation Committee) classification of osteonecrosis of the femoral head (ONFH) is critical for collapse risk prediction and hip-preserving treatment. However, clinical classification faces challenges: indistinct lesion boundaries, limited annotated medical data, and the b...

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Autors principals:	Cheng Yang, Meiling Wang
Format:	Artigo
Idioma:	Inglês
Publicat:	MDPI AG 2026-05-01
Col·lecció:	Applied Sciences
Matèries:	ONFH MRI deep learning image classification Swin Transformer interpretability
Accés en línia:	https://www.mdpi.com/2076-3417/16/10/4708
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