Journals Articles Conferences News About CLP
Submit a paper Email Alert
Search
Search
Articles
Journals
News
Advanced Search
Top Searches
2D MaterialsTransformation opticsQuantum PhotonicsSmall lasersSemiconductor UV PhotonicsSupersymmetric microring laser arrays

Acta Optica Sinica, Volume. 41, Issue 18, 1810001(2021)

Improved Colonic Polyp Segmentation Method Based on Double U-Shaped Network

Jiawei Liu1, Qiaohong Liu2、*, Xiaoou Li2, Chen Ling2, and Cunjue Liu1
Author Affiliations
  • 1School of Medical Instrument and Food Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
  • 2College of Medical Instruments, Shanghai University of Medicine and Health Sciences, Shanghai 201318, China
    • show less
    AbstractGet PDF(in Chinese)
    Figures&Tables (7)
    Equations (0)
    References (22)
    Cited By (3)
    Tools
    Paper Information
    Topics
    Figures & Tables(7)
    MADoubleU-Net network model structure

    Fig. 1. MADoubleU-Net network model structure

    Download full size
    Schematic of SAB

    Fig. 2. Schematic of SAB

    Download full size
    Schematic of CAB

    Fig. 3. Schematic of CAB

    Download full size
    Schematic of SKB

    Fig. 4. Schematic of SKB

    Download full size
    Image expansion

    Fig. 5. Image expansion

    Download full size
    Comparison of colon polyp segmentation results

    Fig. 6. Comparison of colon polyp segmentation results

    Download full size

    • Table 1. Segmentation results of different methods on CVC ClinicDB database

      View table

      Table 1. Segmentation results of different methods on CVC ClinicDB database

      MethodRDiceRmIoURP
      FCN0.8090.7530.7940.814
      U-Net0.8810.8350.8930.952
      U-Net++0.8740.7730.8220.921
      LinkNet0.8620.7950.8580.922
      DoubleU-Net0.9230.8610.8350.959
      DoubleU-Net(no ASPP)0.9130.8410.8090.944
      MADoubleU-Net0.9310.8770.8180.964
    Tools

    Get Citation

    Copy Citation Text

    Jiawei Liu, Qiaohong Liu, Xiaoou Li, Chen Ling, Cunjue Liu. Improved Colonic Polyp Segmentation Method Based on Double U-Shaped Network[J]. Acta Optica Sinica, 2021, 41(18): 1810001

    Download Citation

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

    Category: Image Processing

    Received: Mar. 3, 2021

    Accepted: Apr. 1, 2021

    Published Online: Sep. 3, 2021

    The Author Email: Liu Qiaohong (hqllqh@163.com)

    DOI:10.3788/AOS202141.1810001

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology