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An improved deep learning approach and its applications on colonic polyp images detection.

Wang WeiJinge TianChengwen ZhangYanhong LuoXin WangJi Li
Published in: BMC medical imaging (2020)
The experimental results show that the proposed approach has good effect on the automatic detection of colonic polyps. The innovations of our method are in two aspects: (1) the detection accuracy of colonic polyps has been improved. (2) our approach reduces the memory consumption and makes the model lightweight. Compared with the original VGG networks, the parameters of our VGG19-GAP networks are greatly reduced.
Keyphrases
  • deep learning
  • loop mediated isothermal amplification
  • real time pcr
  • label free
  • convolutional neural network
  • machine learning
  • ulcerative colitis
  • artificial intelligence
  • chronic rhinosinusitis