Deep learning in CT image segmentation of cervical cancer: a systematic review and meta-analysis

被引:0
作者
Chongze Yang
Lan-hui Qin
Yu-en Xie
Jin-yuan Liao
机构
[1] First Affiliated Hospital of Guangxi Medical University,Department of Radiology
[2] Ministry of Education,Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor (Gaungxi Medical University)
来源
Radiation Oncology | / 17卷
关键词
Cervical neoplasm; Deep learning; Segmentation; Meta-analysis; Computed tomography; Radiotherapy;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 296 条
  • [1] Bray F(2018)Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries CA Cancer J Clin 68 394-424
  • [2] Ferlay J(2017)Cancer incidence and mortality among young adults aged 20–39 years worldwide in 2012: a population-based study Lancet Oncol 18 1579-1589
  • [3] Soerjomataram I(2019)Deep learning in medical imaging and radiation therapy Med Phys 46 e1-e36
  • [4] Siegel RL(2020)Evaluation of deep learning-based auto-segmentation algorithms for delineating clinical target volume and organs at risk involving data for 125 cervical cancer patients J Appl Clin Med Phys 21 272-279
  • [5] Torre LA(2020)Automatic contouring system for cervical cancer using convolutional neural networks Med Phys 47 5648-5658
  • [6] Jemal A(2020)Development and validation of a deep learning algorithm for auto-delineation of clinical target volume and organs at risk in cervical cancer radiotherapy Radiother Oncol 153 172-179
  • [7] Fidler MM(2021)Automatic clinical target volume delineation for cervical cancer in CT images using deep learning Med Phys 48 3968-3981
  • [8] Gupta S(2020)Segmentation of organs-at-risk in cervical cancer CT images with a convolutional neural network Phys Med 69 184-191
  • [9] Soerjomataram I(2021)Automatic segmentation using deep learning to enable online dose optimization during adaptive radiation therapy of cervical cancer Int J Radiat Oncol Biol Phys 109 1096-1110
  • [10] Ferlay J(2021)Evolution of deep learning algorithms for MRI-based brain tumor image segmentation Crit Rev Biomed Eng 49 77-94