Acta Optica Sinica, Volume. 41, Issue 2, 0212004(2021)
Study on Target Detection of Breast Tumor Based on Improved Mask R-CNN
[1] Ma D D, Liu K, Qi X W. Global cancer statistics in 2018: statistics on morbidity and mortality of breast cancer[J]. Chinese Journal of Breast Disease (Electronic Edition), 12, 375(2018).
[2] He M Y. Analysis of epidemic trend with breast cancer and research on the effect of postoperative radiotherapy[D]. Hengyang: University of South China, 20-38(2019).
[4] Machida Y, Saita A, Namba H et al. Automated volumetric breast density estimation out of digital breast tomosynthesis data: feasibility study of a new software version[J]. Springerplus, 5, 780-787(2016).
[5] Rouhi R, Jafari M. Classification of benign and malignant breast tumors based on hybrid level set segmentation[J]. Expert Systems With Applications, 46, 45-59(2016).
[6] Li C X, Shen C B, Xue K et al. Artificial intelligence in dermatology: past, present, and future[J]. Chinese Medical Journal, 132, 2017-2020(2019).
[10] Ren R, He K, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks. [C]∥ Proceedings of the 28th International Conference on Neural Information Processing Systems. [S.l.:s.n.], 91-99(2015).
[11] He K M, Gkioxari G, Dollár P et al. Mask R-CNN[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 386-397(2020).
[12] Zhang Z, Liang X, Dong X et al. A sparse-view CT reconstruction method based on combination of DenseNet and deconvolution[J]. IEEE Transactions on Medical Imaging, 37, 1407-1417(2018).
[16] Wen C J. The diagnostic performance of digital breast tomosynthesis for breast lesions: a preliminary study[D]. Guangzhou: Southern Medical University, 20-30(2014).
[17] Ma J Y, Ma Y, Li C. Infrared and visible image fusion methods and applications: a survey[J]. Information Fusion, 45, 153-178(2019).
[19] Shafiee M J, Chywl B, Li F et al[2020-07-13]. Fast YOLO: a fast You Only Look Once system for real-time embedded object detection in video [2020-07-13].https:∥arxiv., org/abs/1709, 05943.
[20] [20] LiuW, AnguelovD, ErhanD, et al.SSD: single shot MultiBox detector[C]∥European Conference on Computer Vision. [S.l.]: Springer International Publishing, 2016: 21- 37.
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Yuejun Sun, Zhaoyan Qu, Yihong Li. Study on Target Detection of Breast Tumor Based on Improved Mask R-CNN[J]. Acta Optica Sinica, 2021, 41(2): 0212004
Category: Instrumentation, Measurement and Metrology
Received: Jul. 13, 2020
Accepted: Aug. 26, 2020
Published Online: Feb. 27, 2021
The Author Email: Qu Zhaoyan (512818501@qq.com)