management of lung cancer. Purpose: To assess the lymph nodes' segmentation, size, and
station by artificial intelligence (AI) for non-contrast chest CT images and evaluate its value
in clinical scenarios. Material and methods: This study proposed an end-to-end Lymph
Nodes Analysis System (LNAS) consisting of three models, which achieved automatic lymph
nodes segmentation, size measurement, and station mapping. The system was trained on …