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使用条件生成式对抗网络(CGAN)模型补充稀疏医学图像数据

需要各位完成的

数据来源:超声CT检测的乳腺癌影像

  • 老师还没给

需要完成以下目的:

  1. 对乳腺癌患者的USCT图像数据进行预处理和标签等操作
  2. 设计CGAN模型,该模型包括生成器和判别器。生成器的输入应该是随机噪声和条件信息(例如癌变类型),输出是一张合成的乳腺癌变区图像。判别器的任务是区分生成的图像和真实的图像。
  3. 训练模型
  4. 生成新图像,评估,整合

目前完成的工作:

  • 由于没有USCT的数据,我从网上找了些超声数据,见data文件夹,权当练习
  • 图像的分类,标签,预处理……代码见code文件夹
  • 大致的网络框架,见code文件夹。一个是用FashinMINST数据集跑的,效果一般般。另一个是自己找的超声数据,没跑通,还在试,而且数据量比较少。

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