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MGTP-Seg: a mask guidance and text prompting network for gross tumor volume segmentation in esophageal cancer radiotherapy.

Chengwei Chen, Hongfei Sun, Yuxuan Yao, Yao Zheng, Yuefei Feng, Qifeng Wang, Wencheng Zhang, Yang Liu, Lina Zhao, Dong Huang

Physics in medicine and biologySep 7, 2026PMID 42660182doi:10.1088/1361-6560/ae9fb1 Journal ArticlepubmedProvenance
Source
PubMed
Retrieved
Sep 19, 2026
Layer
normalized (units and labels harmonized; values unchanged)
Run
ING-PUBMED-20260919-000001
Published

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Objective.Existing automatic segmentation methods for esophageal cancer radiotherapy gross tumor volume rely solely on imaging features. Even when coarse masks are introduced as spatial priors, they still lack the pathological semantic guidance essential for clinical decision-making, resulting in…

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