Performance Improvement of Convolutional Neural Network for Pulmonary Nodule Detection |
Kim, HanWoong
(Department of Medical Engineering, Yonsei University College of Medicine)
Kim, Byeongnam (Department of Medical Engineering, Yonsei University College of Medicine) Lee, JeeEun (Department of Medical Engineering, Yonsei University College of Medicine) Jang, Won Seuk (Department of Medical Engineering, Yonsei University College of Medicine) Yoo, Sun K. (Department of Medical Engineering, Yonsei University College of Medicine) |
1 | Awai K., Murao K., Ozawa A., Komi M., Hayakawa H., Hori, S., & Nishimura, Y. "Pulmonary nodules at chest CT: effect of computer-aided diagnosis on radiologists' detection performance." Radiology, vol. 230, no. 2, pp. 347-352, 2004. DOI |
2 | Liang M. and Hu X. "Recurrent convolutional neural network for object recognition." in Proc. the IEEE Conference on Computer Vision and Pattern Recognitio, Boston, USA, 2015, pp. 3367-3375. |
3 | Karpathy, Andrej. "Lessons learned from manually classifying CIFAR-10." Published online at http://karpathy.github.io/2011/04/27/manually-classifying-cifar10, 2011. |
4 | Graham, Benjamin. "Fractional max-pooling." arXiv preprint arXiv:1412.6071, 2014. |
5 | Li, W., Cao, P., Zhao, D., and Wang, J. "Pulmonary nodule classification with deep convolutional neural networks on computed tomography images." Computational and mathematical methods in medicine, vol. 2016, 7, Article ID: 6215085, 2016. |
6 | Li Q., Cai W., Wang X., Zhou Y., Feng D. D., and Chen M. "Medical image classification with convolutional neural network." In Proc. Control Automation Robotics & Vision (ICARCV), 2014 13th International Conference on. IEEE, Singapore. 2014, pp. 844-848. |
7 | Armato S. G., McLennan G., Bidaut L., McNitt-Gray M. F., Meyer C. R., Reeves A. P. and Kazerooni. "The lung image database consortium (LIDC) and image database resource initiative (IDRI): a completed reference database of lung nodules on CT scans." Medical physics, vol. 38, no. 2, pp. 915-931, 2011. DOI |
8 | Romans Lois E, Computed tomography for technologists: a comprehensive text, Baltimore, Maryland: Wolters Kluwer Health, 2010, pp. 36. |