Automatic and semi-automatic approaches for arteriolar-to-venular computation in retinal photographs

Ana Maria Mendonça, Beatriz Remeseiro, Behdad Dashtbozorg, Aurélio Campilho

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

2 Citaten (Scopus)

Samenvatting

The Arteriolar-to-Venular Ratio (AVR) is a popular dimensionless measure which allows the assessment of patients’ condition for the early diagnosis of different diseases, including hypertension and diabetic retinopathy. This paper presents two new approaches for AVR computation in retinal photographs which include a sequence of automated processing steps: vessel segmentation, caliber measurement, optic disc segmentation, artery/vein classification, region of interest delineation, and AVR calculation. Both approaches have been tested on the INSPIRE-AVR dataset, and compared with a ground-truth provided by two medical specialists. The obtained results demonstrate the reliability of the fully automatic approach which provides AVR ratios very similar to at least one of the observers. Furthermore, the semi-automatic approach, which includes the manual modification of the artery/vein classification if needed, allows to significantly reduce the error to a level below the human error.
Originele taal-2Engels
TitelMedical Imaging 2017 Computer-Aided Diagnosis, 13-16 February 2017, Orlando, Florida
RedacteurenNicholas A. Petrick, Samuel G. Armato
UitgeverijSPIE
Aantal pagina's7
Volume1
ISBN van elektronische versie9781510607149
ISBN van geprinte versie9781510607132
DOI's
StatusGepubliceerd - 1 mrt 2017
EvenementSPIE Medical Imaging: Image Processing - Renaissance Orlando at Sea World/Orlando, Orlando, Verenigde Staten van Amerika
Duur: 11 feb 201716 feb 2017

Publicatie series

NaamProceedings of SPIE
UitgeverijSociety of Photo-Optical Instrumentation Engineers
Volume10134
ISSN van geprinte versie1605-7422
ISSN van elektronische versie2410-9045
NaamProgress in Biomedical optics and Imaging
UitgeverijSociety of Photo-Optical Instrumentation Engineers
Nummer48
Volume18

Congres

CongresSPIE Medical Imaging
Land/RegioVerenigde Staten van Amerika
StadOrlando
Periode11/02/1716/02/17

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