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DeepStationing: Thoracic Lymph Node Station Parsing in CT Scans using Anatomical Context Encoding and Key Organ Auto-Search [article]

Dazhou Guo, Xianghua Ye, Jia Ge, Xing Di, Le Lu, Lingyun Huang, Guotong Xie, Jing Xiao, Zhongjie Liu, Ling Peng, Senxiang Yan, Dakai Jin
2021 arXiv   pre-print
Lymph node station (LNS) delineation from computed tomography (CT) scans is an indispensable step in radiation oncology workflow.  ...  We further develop an auto-search module to identify the key organs that opt for the optimal LNS parsing performance.  ...  In this work, we propose the DeepStationing -an anatomical context encoded deep LNS parsing framework with key organ auto-search.  ... 
arXiv:2109.09271v1 fatcat:c2obvali3vemtj2jd7up6uj5h4