The next layer: augmenting foundation models with structure-preserving and attention-guided learning for local patches to global context awareness in computational pathology
下一层:利用结构保持和注意力引导学习来增强基础模型,从而在计算病理学中实现从局部区域到全局上下文的感知。
期刊:npj Precision Oncology
影响因子:8
doi:10.1038/s41698-026-01312-5
Waqas, Muhammad; Bandyopadhyay, Rukhmini; Showkatian, Eman; Muneer, Amgad; Zafar, Anas; Alvarez, Frank R; Marin, Maricel Corredor; Li, Wentao; Jaffray, David; Haymaker, Cara; Heymach, John V; Vokes, Natalie; Soto, Luisa M Solis; Zhang, Jianjun; Wu, Jia