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Enhancing Whole Slide Image Classification in Renal Cell Carcinoma via Swin Transformer-Based Multiple Instance Learning

Renal cell carcinoma (RCC) comprises histologic subtypes with distinct prognosis and treatment implications. This single-cohort study evaluated slide-level weakly supervised subtype classification for clear cell RCC (ccRCC), papillary RCC (pRCC), and chromophobe RCC (chRCC) using 928 diagnostic H&E...

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Principais autores: Bohan Zhang, Zhen Gao
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2026-06-01
coleção:Bioengineering
Assuntos:
renal cell carcinoma
whole slide images
multiple instance learning
CLAM
swin transformer
computational pathology
Acesso em linha:https://www.mdpi.com/2306-5354/13/6/680
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