Laser & Optoelectronics Progress, Volume. 57, Issue 14, 141020(2020)

Application of Improved Convolutional Neural Network in Medical Image Segmentation

Qipeng Ma, Linbo Xie*, and Li Peng
Author Affiliations
  • School of Internet of Things Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
  • show less
    References(22)

    [1] Wang G T, Li W Q, Ourselin S et al[M]. Automatic brain tumor segmentation using cascaded anisotropic convolutional neural networks, 178-190(2018).

    [3] van Meir E G, Hadjipanayis C G, Norden A D et al. Exciting new advances in neuro-oncology: the avenue to a cure for malignant glioma[J]. CA: A Cancer Journal for Clinicians, 60, 166-193(2010).

    [5] Grosgeorge D, Petitjean C, Dacher J N et al. Graph cut segmentation with a statistical shape model in cardiac MRI[J]. Computer Vision and Image Understanding, 117, 1027-1035(2013).

    [6] Menze B H, Jakab A, Bauer S et al. The multimodal brain tumor image segmentation benchmark (BRATS)[J]. IEEE Transactions on Medical Imaging, 34, 1993-2024(2015).

    [7] Tustison N J, Avants B B, Cook P A et al. N4ITK: improved N3 bias correction[J]. IEEE Transactions on Medical Imaging, 29, 1310-1320(2010).

    [8] Nyul L G, Udupa J K, Zhang X. New variants of a method of MRI scale standardization[J]. IEEE Transactions on Medical Imaging, 19, 143-150(2000).

    [9] Havaei M, Davy A, Warde-Farley D et al. Brain tumor segmentation with deep neural networks[J]. Medical Image Analysis, 35, 18-31(2017).

    [10] Pereira S, Pinto A, Alves V et al. Brain tumor segmentation using convolutional neural networks in MRI images[J]. IEEE Transactions on Medical Imaging, 35, 1240-1251(2016).

    [11] Kamnitsas K, Ledig C. Newcombe V F J, et al. Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation[J]. Medical Image Analysis, 36, 61-78(2017).

    [12] Ronneberger O, Fischer P, Brox T[M]. U-net: convolutional networks for biomedical image segmentation, 234-241(2015).

    [13] Huang G. Liu Z, van der Maaten L, et al. Densely connected convolutional networks. [C]∥2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI. New York: IEEE, 4700-4708(2017).

    [14] Moeskops P, Veta M, Lafarge M W et al[M]. Adversarial training and dilated convolutions for brain MRI segmentation, 56-64(2017).

    [15] Zheng S, Jayasumana S, Romera-Paredes B et al. Conditional random fields as recurrent neural networks. [C]∥2015 IEEE International Conference on Computer Vision (ICCV), December 7-13, 2015, Santiago, Chile. New York: IEEE, 1529-1537(2015).

    [17] Ioffe S, Szegedy C. Batch normalization: accelerating deep network training by reducing internal covariate shift. [C]∥Proceedings of the 32nd International Conference on International Conference on Machine Learning, July 7-6, 2015, New York: ACM, 448-456(2015).

    [18] Hinton G E. Rectified linear units improve restricted Boltzmann machines Vinod Nair. [C]∥ Proceedings of the 27th International Conference on International Conference on Machine Learning, June 21-24, 2010, New York: ACM, 807-814(2010).

    [19] Liu C Y, Sun W B, Chao W H et al. Convolution neural network for relation extraction[M]. ∥Advanced Data Mining and Applications. Berlin, Heidelberg: Springer Berlin Heidelberg, 231-242(2013).

    [20] Zheng S, Jayasumana S, Romera-Paredes B et al. Conditional random fields as recurrent neural networks. [C]∥2015 IEEE International Conference on Computer Vision (ICCV), December 7-13, 2015, Santiago, Chile. New York: IEEE, 1529-1537(2015).

    [22] Wu Y, Lim J, Yang M H. Online object tracking:a benchmark. [C]∥2013 IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2013, Portland, OR, USA. New York: IEEE, 2411-2418(2013).

    Tools

    Get Citation

    Copy Citation Text

    Qipeng Ma, Linbo Xie, Li Peng. Application of Improved Convolutional Neural Network in Medical Image Segmentation[J]. Laser & Optoelectronics Progress, 2020, 57(14): 141020

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Image Processing

    Received: Nov. 1, 2019

    Accepted: Dec. 17, 2019

    Published Online: Jul. 28, 2020

    The Author Email: Linbo Xie (xie_linbo@jiangnan.edu.cn)

    DOI:10.3788/LOP57.141020

    Topics