Multidimensional Hypergraph on Delineated Retinal Features for Pathological Myopia Task

Bilha Githinji, Lei Shao, Lin An, Hao Zhang, Fang Li, Li Dong, Lan Ma, Yuhan Dong, Yongbing Zhang, Wen B. Wei, Peiwu Qin

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Abstract

Vision-threatening pathological myopia presents several lesions affecting various retinal anatomical structures. Detection approaches, however, either focus on one anatomical feature or are not intentional. This study uses hypergraph learning to modulate delineated retinal anatomical features from fundus images and capitalize on hidden associations between them. Experiments are conducted to assess prediction performance when targeting a particular anatomical trait versus using a mixture of select anatomical features, and in comparison to a ResNet34-based convolutional neural network classifier. Results indicate better prediction with hypergraph learning on a mix of the delineated features (F1 score 89.75 %, AUC score 95.39 % ). A choroid tessellation segmentation method is also included.

Original languageEnglish (US)
Title of host publicationMedical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings
EditorsLinwei Wang, Qi Dou, P. Thomas Fletcher, Stefanie Speidel, Shuo Li
PublisherSpringer Science and Business Media Deutschland GmbH
Pages550-559
Number of pages10
ISBN (Print)9783031164330
DOIs
StatePublished - 2022
Event25th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2022 - Singapore, Singapore
Duration: Sep 18 2022Sep 22 2022

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume13432 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference25th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2022
Country/TerritorySingapore
CitySingapore
Period9/18/229/22/22

Keywords

  • Fundus
  • Multidimensional hypergraph
  • Pathological myopia

ASJC Scopus subject areas

  • Theoretical Computer Science
  • Computer Science(all)

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