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Automatic liver-vessel examination from CT slice using Kapur's thresholding and watershed algorithm

  • Seifedine Kadry
  • , Laith Abualigah
  • , Rubén González Crespo
  • , Elena Verdú
  • , Robertas Damasevicius
  • , Vijendra Singh
  • , Venkatesan Rajinikanth
  • Noroff University College
  • Lebanese American University
  • Al al-Bayt University
  • Al Ahliyya Amman University
  • Middle East University, Jordan
  • Universiti Sains Malaysia
  • Sunway University
  • Universidad Internacional de La Rioja
  • Vytautas Magnus University
  • University of Petroleum and Energy Studies
  • Saveetha Institute of Medical and Technical Sciences (Deemed to be University)

Research output: Contribution to journalConference articlepeer-review

4 Scopus citations

Abstract

Computerized medical image examination (CMIE) plays a significant role in modern hospitals to achieve the necessary tasks, like segmentation and classification. By segmenting an image, we can extract a particular section for examination. A two-dimensional computed tomography (CT) slice was used for liver-vessel examination (LiVE). A simple automatic technique for supporting LiVE is being developed in this research. A CT slice is collected, a 3D to 2D conversion is done, (ii) Kapur's tri-level thresholding and Hummingbird-Optimizer is used to enhance the CT slice, (iii) the watershed algorithm (WA) is used to extract the vessel, and (iv) the WA is compared and verified against the segmentation methods chosen. WA provides better segmentation results than other methods because it is an automatic approach. Using the chosen image database, the proposed technique achieves an overall segmentation accuracy of >97%. Other segmentation problems can be used in the future to verify the merit of this scheme.

Original languageEnglish
Pages (from-to)1824-1831
Number of pages8
JournalProcedia Computer Science
Volume235
DOIs
StatePublished - 2024
Event2nd International Conference on Machine Learning and Data Engineering, ICMLDE 2023 - Dehradun, India
Duration: 23 Nov 202324 Nov 2023

Keywords

  • Kapur's thresholding
  • hummingbird-optimizer
  • liver CT
  • liver-vessel
  • watershed-algorithm

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