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Retinal Vessel Segmentation with Slime-Mould-Optimization based Multi-Scale-Matched-Filter

  • Seifedine Kadry
  • , Venkatesan Rajinikanth
  • , Robertas Damasevicius
  • , David Taniar
  • Noroff University College
  • Anna University
  • Silesian University of Technology
  • Monash University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

21 Scopus citations

Abstract

Even though a number of sensory organs are existing, eye plays a necessary role in the sensory system; which converts the incident light into meaningful visual information. If any abnormality arises in eye, then the whole sensory system gets stressed. The disease in eye is due to injury, infection and ageing and the untreated eye disease will lead to vision loss. The proposed research aims to propose a Computer-Aided-Procedure (CAP) to extract the blood-vessel section from Digital-Fundus-Image (DFI). In order to accomplish this task, a Multi-Scale-Matched-Filter (MSMF) is designed using the Slime-Mould-Optimization algorithm. In this work, the necessary test images are collected from the benchmark DRIVE and CHASE_DB1 dataset. After extracting the blood-vessel using the MSMF, an examination among extracted vessel and the Ground-Truth (GT) image is executed and the Image-Performance-Values are separately computed for each database. The attained result with this CAP confirms that the attained Jaccard, Dice and Accuracy of proposed approach is better compared to similar existing approaches in the literature.

Original languageEnglish
Title of host publicationProceedings of 2021 IEEE 7th International Conference on Bio Signals, Images and Instrumentation, ICBSII 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665441261
DOIs
StatePublished - 25 Mar 2021
Externally publishedYes
Event7th IEEE International Conference on Bio Signals, Images and Instrumentation, ICBSII 2021 - Chennai, India
Duration: 25 Mar 202127 Mar 2021

Publication series

NameProceedings of 2021 IEEE 7th International Conference on Bio Signals, Images and Instrumentation, ICBSII 2021

Conference

Conference7th IEEE International Conference on Bio Signals, Images and Instrumentation, ICBSII 2021
Country/TerritoryIndia
CityChennai
Period25/03/2127/03/21

Keywords

  • Blood-vessel
  • Fundus image
  • Multi-Scale-Matched-Filter
  • Slime-Mould-Optimization
  • Validation

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