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大创--基于REFUGE数据集对青光眼进行检测和计算CDR值

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GON-Detector

项目简介:

这是我的大创作品。我们使用了三个卷积神经网络来对眼底图片进行诊断,判断患青光眼的概率。

项目主要参与人员:

  • ZT
  • SMQ
  • XZX

项目主要数据集:

  • REFUGE青光眼竞赛

项目实现:

三个模型(具体见代码):

  • Inception-Resnet-V2模型
  • U-net模型
  • M-net模型

实验环境:

  • python 3.7+
  • pytorch 1.6.0
  • tensorflow 2.1.0
  • keras 2.3.1
  • paddle-paddle 1.8.0

项目引用:

  • Huazhu Fu, Jun Cheng, Yanwu Xu, Damon Wing Kee Wong, Jiang Liu, and Xiaochun Cao, "Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation", IEEE Transactions on Medical Imaging (TMI), vol. 37, no. 7, pp. 1597–1605, 2018.

  • Huazhu Fu, Jun Cheng, Yanwu Xu, Changqing Zhang, Damon Wing Kee Wong, Jiang Liu, and Xiaochun Cao, "Disc-aware Ensemble Network for Glaucoma Screening from Fundus Image", IEEE Transactions on Medical Imaging (TMI), vol. 37, no. 11, pp. 2493–2501, 2018.

项目访问:

url:http://47.113.114.73:1111/

Update log:

  • 2020.12.01 released the whole project

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大创--基于REFUGE数据集对青光眼进行检测和计算CDR值

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