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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Bibliographic Details

Published in:	Applied Sciences
Main Authors:	Cheng Yang, Meiling Wang
Format:	Article
Language:	English
Published:	MDPI AG 2026-05-01
Subjects:	ONFH MRI deep learning image classification Swin Transformer interpretability
Online Access:	https://www.mdpi.com/2076-3417/16/10/4708