Tortuosity Index Calculations in Retinal Images: Some Criticalities Arising from Commonly Used Approaches
A growing body of research in retinal imaging is recently considering vascular tortuosity measures or indexes, with definitions and methods mostly derived from cardiovascular research. However, retinal microvasculature has its own peculiarities that must be considered in order to produce reliable me...
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2021
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oai:doaj.org-article:a22c23997ccb43198cd5b49efae347722021-11-25T17:58:35ZTortuosity Index Calculations in Retinal Images: Some Criticalities Arising from Commonly Used Approaches10.3390/info121104662078-2489https://doaj.org/article/a22c23997ccb43198cd5b49efae347722021-11-01T00:00:00Zhttps://www.mdpi.com/2078-2489/12/11/466https://doaj.org/toc/2078-2489A growing body of research in retinal imaging is recently considering vascular tortuosity measures or indexes, with definitions and methods mostly derived from cardiovascular research. However, retinal microvasculature has its own peculiarities that must be considered in order to produce reliable measurements. This study analyzed and compared various derived metrics (e.g., TI, TI_avg, TI*CV) across four existing computational workflows. Specifically, the implementation of the models on two critical OCT images highlighted main pitfalls of the methods, which may fail in reliably differentiating a highly tortuous image from a normal one. A tentative, encouraging approach to mitigate the issue on the same OCT exemplificative images is described in the paper, based on the suggested index TI*CV.Francesco MartelliClaudia GiacomozziMDPI AGarticleoptical coherence tomographyvessel tortuositybiomedical image processingInformation technologyT58.5-58.64ENInformation, Vol 12, Iss 466, p 466 (2021) |
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optical coherence tomography vessel tortuosity biomedical image processing Information technology T58.5-58.64 |
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optical coherence tomography vessel tortuosity biomedical image processing Information technology T58.5-58.64 Francesco Martelli Claudia Giacomozzi Tortuosity Index Calculations in Retinal Images: Some Criticalities Arising from Commonly Used Approaches |
description |
A growing body of research in retinal imaging is recently considering vascular tortuosity measures or indexes, with definitions and methods mostly derived from cardiovascular research. However, retinal microvasculature has its own peculiarities that must be considered in order to produce reliable measurements. This study analyzed and compared various derived metrics (e.g., TI, TI_avg, TI*CV) across four existing computational workflows. Specifically, the implementation of the models on two critical OCT images highlighted main pitfalls of the methods, which may fail in reliably differentiating a highly tortuous image from a normal one. A tentative, encouraging approach to mitigate the issue on the same OCT exemplificative images is described in the paper, based on the suggested index TI*CV. |
format |
article |
author |
Francesco Martelli Claudia Giacomozzi |
author_facet |
Francesco Martelli Claudia Giacomozzi |
author_sort |
Francesco Martelli |
title |
Tortuosity Index Calculations in Retinal Images: Some Criticalities Arising from Commonly Used Approaches |
title_short |
Tortuosity Index Calculations in Retinal Images: Some Criticalities Arising from Commonly Used Approaches |
title_full |
Tortuosity Index Calculations in Retinal Images: Some Criticalities Arising from Commonly Used Approaches |
title_fullStr |
Tortuosity Index Calculations in Retinal Images: Some Criticalities Arising from Commonly Used Approaches |
title_full_unstemmed |
Tortuosity Index Calculations in Retinal Images: Some Criticalities Arising from Commonly Used Approaches |
title_sort |
tortuosity index calculations in retinal images: some criticalities arising from commonly used approaches |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/a22c23997ccb43198cd5b49efae34772 |
work_keys_str_mv |
AT francescomartelli tortuosityindexcalculationsinretinalimagessomecriticalitiesarisingfromcommonlyusedapproaches AT claudiagiacomozzi tortuosityindexcalculationsinretinalimagessomecriticalitiesarisingfromcommonlyusedapproaches |
_version_ |
1718411763867713536 |