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Glaucoma detection based on deep convolutional neural network.

Publication ,  Conference
Xiangyu Chen, ; Yanwu Xu, ; Damon Wing Kee Wong, ; Tien Yin Wong, ; Jiang Liu,
Published in: Annu Int Conf IEEE Eng Med Biol Soc
August 2015

Glaucoma is a chronic and irreversible eye disease, which leads to deterioration in vision and quality of life. In this paper, we develop a deep learning (DL) architecture with convolutional neural network for automated glaucoma diagnosis. Deep learning systems, such as convolutional neural networks (CNNs), can infer a hierarchical representation of images to discriminate between glaucoma and non-glaucoma patterns for diagnostic decisions. The proposed DL architecture contains six learned layers: four convolutional layers and two fully-connected layers. Dropout and data augmentation strategies are adopted to further boost the performance of glaucoma diagnosis. Extensive experiments are performed on the ORIGA and SCES datasets. The results show area under curve (AUC) of the receiver operating characteristic curve in glaucoma detection at 0.831 and 0.887 in the two databases, much better than state-of-the-art algorithms. The method could be used for glaucoma detection.

Duke Scholars

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Published In

Annu Int Conf IEEE Eng Med Biol Soc

DOI

EISSN

2694-0604

Publication Date

August 2015

Volume

2015

Start / End Page

715 / 718

Location

United States

Related Subject Headings

  • ROC Curve
  • Quality of Life
  • Neural Networks, Computer
  • Humans
  • Glaucoma
  • Algorithms
 

Citation

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ICMJE
MLA
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Xiangyu Chen, ., Yanwu Xu, ., Damon Wing Kee Wong, ., Tien Yin Wong, ., & Jiang Liu, . (2015). Glaucoma detection based on deep convolutional neural network. In Annu Int Conf IEEE Eng Med Biol Soc (Vol. 2015, pp. 715–718). United States. https://doi.org/10.1109/EMBC.2015.7318462
Xiangyu Chen, Christopher W., Christopher W. Yanwu Xu, Christopher W. Damon Wing Kee Wong, Christopher W. Tien Yin Wong, and Christopher W. Jiang Liu. “Glaucoma detection based on deep convolutional neural network.” In Annu Int Conf IEEE Eng Med Biol Soc, 2015:715–18, 2015. https://doi.org/10.1109/EMBC.2015.7318462.
Xiangyu Chen, Yanwu Xu, Damon Wing Kee Wong, Tien Yin Wong, Jiang Liu. Glaucoma detection based on deep convolutional neural network. In: Annu Int Conf IEEE Eng Med Biol Soc. 2015. p. 715–8.
Xiangyu Chen, Christopher W., et al. “Glaucoma detection based on deep convolutional neural network.Annu Int Conf IEEE Eng Med Biol Soc, vol. 2015, 2015, pp. 715–18. Pubmed, doi:10.1109/EMBC.2015.7318462.
Xiangyu Chen, Yanwu Xu, Damon Wing Kee Wong, Tien Yin Wong, Jiang Liu. Glaucoma detection based on deep convolutional neural network. Annu Int Conf IEEE Eng Med Biol Soc. 2015. p. 715–718.

Published In

Annu Int Conf IEEE Eng Med Biol Soc

DOI

EISSN

2694-0604

Publication Date

August 2015

Volume

2015

Start / End Page

715 / 718

Location

United States

Related Subject Headings

  • ROC Curve
  • Quality of Life
  • Neural Networks, Computer
  • Humans
  • Glaucoma
  • Algorithms