Ultrasound-based attention-guided deep learning combined with radiomics to predict axillary lymph node metastasis in breast cancer

Abstract Background The accurate preoperative identification of axillary lymph node (ALN) metastasis status is important for treatment decision-making and prognostic assessment for patients with breast cancer. The aim of this study was to develop a multiscale feature fusion model (CBAM_DenseNet201_R...

Celý popis

Podrobná bibliografie

Hlavní autoři:	Heng Zhang, Tong Zhao, Sai Zhang, Zi-Yi Wang, Nan-Nan Cao, Jiang-Yi Ding, Xiao-Qin Li, Xiao-Li Zhou, Xin-Ye Ni
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	BMC 2026-02-01
Edice:	BMC Medical Imaging
Témata:	Radiomics Deep learning Attention mechanism Ultrasound Axillary lymph node metastasis Breast cancer
On-line přístup:	https://doi.org/10.1186/s12880-026-02208-3
Tagy:	Přidat tag Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!