Boundary detection of optic disk by a modified ASM method

Huiqi Li*, Opas Chutatape

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

93 Citations (Scopus)

Abstract

A new algorithm to automatically detect the boundary of optic disk in color fundus images is proposed. The optic disk is located by principal component analysis (PCA) based model, which is employed to initialize active shape model (ASM) to detect the disk boundary. ASM is modified with two aspects: one is the self-adjusting weight in the transformation from shape space to image space; the other is exclusion of outlying points in obtaining shape parameters. The modifications make the proposed algorithm more robust and converge faster than the original ASM method, especially in the case where the edge of optic disk is weak or occluded by blood vessels.

Original languageEnglish
Pages (from-to)2093-2104
Number of pages12
JournalPattern Recognition
Volume36
Issue number9
DOIs
Publication statusPublished - Sept 2003
Externally publishedYes

Keywords

  • ASM
  • Boundary detection
  • Fundus image
  • Optic disk
  • PCA

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