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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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Principais autores: Cheng Yang, Meiling Wang
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2026-05-01
Serier:Applied Sciences
Fag:
ONFH
MRI
deep learning
image classification
Swin Transformer
interpretability
Online adgang:https://www.mdpi.com/2076-3417/16/10/4708
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