1. 1 silent is gold gongzi
  2. 2 dear,thats not love LiFanyi
  3. 3 说好不哭 Jay
  4. 4 meet SunYanzi
  5. 5 someone like me MaoBuyi
  6. 6 anhe brige yuxi
  7. 7 snail jay
  8. 8 poems wrote by my father xufei
  9. 9 chendu zhaolei
  10. 10 if love is destined Lijian
  11. 11 poems wrote by my father Lijian
  12. 12 see you again lmg
  13. 13 Viva La Vida coldplay
someone like me - MaoBuyi
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日本胃癌论文总结2

论文题目:Automatic detection of early gastric cancer in endoscopic images using a transferring convolutional neural network

摘要: Accuracy :87.6% heat map accuracy: 82.8%
网络:GoogLeNet, 22 conv layers, pretrained on ImageNet

方法:

  1. 数据集处理
  2. CNN迁移学习
  3. judge normal vs cancer
  4. visualization – heat map

数据集处理(most important)

总共有926张分辨率为1000*870的图片
其中228包含胃癌

训练数据:
从228张选出100张,然后对这100张,每张随机裁剪出100张左右224224的胃癌图片,每张都要包含80%病变区域,得到9587张224224的胃癌图片
从包含胃癌和不包含胃癌的图片中随机裁剪出9800张224*224不包含胃癌的正常图片

测试数据:
在训练数据裁剪未使用的包含和不包含胃癌的图片中,裁剪出4653胃癌图片和4997正常图片

结果