Science China Information Sciences:计算机辅助检测癌性肺结节

2017-07-03 MedSci MedSci原创

肺癌是最致命的癌症之一。与大多数癌症患者的生存率稳步上升相比,肺癌的进展缓慢。一般来说,肺癌患者的5年生存率是16%,如果在肺癌早期确诊,则上升到52%。然而,如果发生转移,它会减少到4%以下。因此,在早期发现肺癌至关重要,可以延长患者的生命。来自北航大学的刘等人提出了一种用于肺癌检测的人工神经网络系统,该系统将于2017年在中国科学信息科学的第七期发表。在临床实践中,计算机断层扫描(CT)可以捕

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评论区 (4)
#插入话题
  1. 2017-07-04 131****2916

    不错的文章值得学习

    0

  2. 2017-07-04 130****4638

    学习了谢谢分享

    0

  3. 2017-07-03 139****5926

    好文章学习了

    0

  4. 2017-07-03 明心见性

    知道了,谢谢分享

    0