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Training deep-learning segmentation models from severely limited data

PURPOSE: To enable generation of high-quality deep learning segmentation models from severely limited contoured cases (e.g. ~10 cases). METHODS: Thirty head-and-neck CT scans with well-defined contours were deformably registered to 200 CT scans of the same anatomic site without contours. Acquired de...

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Bibliografske podrobnosti
izdano v:Med Phys
Main Authors: Zhao, Yao, Rhee, Dong Joo, Cardenas, Carlos, Court, Laurence E., Yang, Jinzhong
Format: Artigo
Jezik:Inglês
Izdano: 2021
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC8058262/
https://ncbi.nlm.nih.gov/pubmed/33474727
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/mp.14728
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