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Review-2019.12.21-刘嘉润 #656

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JiarunLiu opened this issue Dec 21, 2019 · 0 comments
Open

Review-2019.12.21-刘嘉润 #656

JiarunLiu opened this issue Dec 21, 2019 · 0 comments

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@JiarunLiu
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JiarunLiu commented Dec 21, 2019

Review

  • 黑色素瘤:
    • 继续跑实验,

    • 网络特征可视化出来看了一下,感觉有一点问题,

      • 在网络比较靠前的层中可视化出来的热力图主要集中在痣上
      • 中间层热力图显著区域多分布在病灶周围皮肤上
      • 网络最后层热力图显著区域集中到了图像的黑边上,并且总是会在图像右上角的一小块区域
        0-resnet50-gradcam-layer1-malignant
        0-resnet50-gradcam-layer2-malignant
        0-resnet50-gradcam-layer3-malignant
        0-resnet50-gradcam-layer4-malignant
    • 使用数量均衡的样本在不同污染级别的数据上跑了一遍,基本上准确率都会有一些提升

    • 看了一些黑色素瘤诊断的综述,把可视化出的特征和人工总结的经验特征对比了一下

  • 专利(进度很小)
  • 学院视频
  • 上课/作业
  • 显卡风扇换了一个,另一个今天晚上开完组会换

Next

  • 再把贝叶斯相关的内容消化消化
  • 预编码结构实现
  • 准备考试
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