Automated Detection of Lung Nodules in CT Images with 3D Convolutional Neural Networks

Cheng Dai, Bo Xiao*, Yun Chen, Yujiao Du, Yu Liang, Kai Zhao, Liping Yan

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

5 引用 (Scopus)
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摘要

Accurate lung nodule detection in computed tomography (CT) images is a critical step in diagnosing lung cancer. This paper proposes an efficient model to build a Computer-Aided Detection (CADe) system for lung nodule detection, which points out a way to enhance a patient's chance of survival. We first introduce a specially designed three-dimension convolutional neural networks (3D CNN) for candidate detection that takes into account of nodules with various sizes. Then, another 3D CNN is presented for the subsequent false positive reduction. Experimental results of the Tianchi Medical AI Challenge demonstrate the superior detection performance of the proposed approach.

源语言英语
主期刊名Proceedings of 2018 6th IEEE International Conference on Network Infrastructure and Digital Content, IC-NIDC 2018
出版商Institute of Electrical and Electronics Engineers Inc.
55-59
页数5
ISBN(电子版)9781538660669
DOI
出版状态已出版 - 6 11月 2018
活动6th IEEE International Conference on Network Infrastructure and Digital Content, IC-NIDC 2018 - Guiyang, 中国
期限: 22 8月 201824 8月 2018

出版系列

姓名Proceedings of 2018 6th IEEE International Conference on Network Infrastructure and Digital Content, IC-NIDC 2018

会议

会议6th IEEE International Conference on Network Infrastructure and Digital Content, IC-NIDC 2018
国家/地区中国
Guiyang
时期22/08/1824/08/18

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引用此

Dai, C., Xiao, B., Chen, Y., Du, Y., Liang, Y., Zhao, K., & Yan, L. (2018). Automated Detection of Lung Nodules in CT Images with 3D Convolutional Neural Networks. 在 Proceedings of 2018 6th IEEE International Conference on Network Infrastructure and Digital Content, IC-NIDC 2018 (页码 55-59). 文章 8525846 (Proceedings of 2018 6th IEEE International Conference on Network Infrastructure and Digital Content, IC-NIDC 2018). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICNIDC.2018.8525846