Applying a multi-task and multi-instance framework to predict axillary lymph node metastases in breast cancer

Abstract Deep learning (DL) models have shown promise in predicting axillary lymph node (ALN) status. However, most existing DL models were classification-only models and did not consider the practical application scenarios of multi-view joint prediction. Here, we propose a Multi-Task Learning (MTL)...

Full description

Saved in:
Bibliographic Details
Main Authors: Yizhi Li, Zonglin Chen, Ziyuan Ding, Danyang Mei, Zhenzhen Liu, Jia Wang, Kui Tang, Wenjun Yi, Yan Xu, Yixiong Liang, Yan Cheng
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:npj Precision Oncology
Online Access:https://doi.org/10.1038/s41698-025-00971-0
Tags: Add Tag
No Tags, Be the first to tag this record!