On the Necessity of Fine-Tuned Convolutional Neural Networks for Medical Imaging

Nima Tajbakhsh, Jae Y. Shin, Suryakanth R. Gurudu, R. Todd Hurst, Christopher B. Kendall, Michael B. Gotway, Jianming Liang. On the Necessity of Fine-Tuned Convolutional Neural Networks for Medical Imaging. In Le Lu, Yefeng Zheng, Gustavo Carneiro, Lin Yang, editors, Deep Learning and Convolutional Neural Networks for Medical Image Computing - Precision Medicine, High Performance and Large-Scale Datasets. Advances in Computer Vision and Pattern Recognition, pages 181-193, Springer, 2017. [doi]

@incollection{TajbakhshSGHKGL17,
  title = {On the Necessity of Fine-Tuned Convolutional Neural Networks for Medical Imaging},
  author = {Nima Tajbakhsh and Jae Y. Shin and Suryakanth R. Gurudu and R. Todd Hurst and Christopher B. Kendall and Michael B. Gotway and Jianming Liang},
  year = {2017},
  doi = {10.1007/978-3-319-42999-1_11},
  url = {https://doi.org/10.1007/978-3-319-42999-1_11},
  researchr = {https://researchr.org/publication/TajbakhshSGHKGL17},
  cites = {0},
  citedby = {0},
  pages = {181-193},
  booktitle = {Deep Learning and Convolutional Neural Networks for Medical Image Computing - Precision Medicine, High Performance and Large-Scale Datasets},
  editor = {Le Lu and Yefeng Zheng and Gustavo Carneiro and Lin Yang},
  series = {Advances in Computer Vision and Pattern Recognition},
  publisher = {Springer},
  isbn = {978-3-319-42999-1},
}