MPG-Net: Multi-Prediction Guided Network for Segmentation of Retinal Layers in OCT Images

@article{Fu2021MPGNetMG,
  title={MPG-Net: Multi-Prediction Guided Network for Segmentation of Retinal Layers in OCT Images},
  author={Zeyu Fu and Yang Sun and X. Zhang and Scott Stainton and Shaun Barney and J. Hogg and William Innes and S. Dlay},
  journal={2020 28th European Signal Processing Conference (EUSIPCO)},
  year={2021},
  pages={1299-1303}
}
  • Zeyu Fu, Yang Sun, +5 authors S. Dlay
  • Published 2021
  • Computer Science, Engineering
  • 2020 28th European Signal Processing Conference (EUSIPCO)
  • Optical coherence tomography (OCT) is a commonly-used method of extracting high resolution retinal information. Moreover there is an increasing demand for the automated retinal layer segmentation which facilitates the retinal disease diagnosis. In this paper, we propose a novel multi-prediction guided attention network (MPG-Net) for automated retinal layer segmentation in OCT images. The proposed method consists of two major steps to strengthen the discriminative power of a U-shape Fully… CONTINUE READING

    Figures and Tables from this paper

    References

    SHOWING 1-10 OF 31 REFERENCES
    Automated Retinal Layer Segmentation of OCT Images Using Two-Stage FCN and Decision Mask
    • Y. Sun, Zeyu Fu, +4 authors S. Dlay
    • Computer Science
    • 2019 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT)
    • 2019
    • 1
    Multi-Level Dual-Attention Based CNN for Macular Optical Coherence Tomography Classification
    • 4
    • Highly Influential
    • PDF
    Towards Topological Correct Segmentation of Macular OCT from Cascaded FCNs
    • 23
    • Highly Influential
    Joint Optic Disc and Cup Segmentation Based on Multi-Label Deep Network and Polar Transformation
    • 247
    • PDF
    ReLayNet: Retinal Layer and Fluid Segmentation of Macular Optical Coherence Tomography using Fully Convolutional Network
    • 238
    • Highly Influential
    • PDF
    Attention to Lesion: Lesion-Aware Convolutional Neural Network for Retinal Optical Coherence Tomography Image Classification
    • 30
    Multi-scale guided attention for medical image segmentation
    • 23
    • PDF
    Joint retina segmentation and classification for early glaucoma diagnosis.
    • 10
    • Highly Influential
    Multi-Scale Self-Guided Attention for Medical Image Segmentation
    • A. Sinha, J. Dolz
    • Computer Science, Medicine
    • IEEE Journal of Biomedical and Health Informatics
    • 2021
    • 36