OPTIC DISC DETECTION IN RETINAL AUTOFLUORESCENCE IMAGES

Patent №

US 9,757,023

Granted

2017-09-12

Filed 2016

Owner

THE REGENTS OF THE UNIVERSITY OF MICHIGAN

Lab

AI components

2

ml · vision

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15165400

The invention relates to methods and systems for automatically detecting an optic disc in a retinal fundus autofluorescence image. A monochromatic image of a retina is obtained by stimulated autofluorescence. The image is processed using filters and machine learning to identify blood vessel segments and to identify pixels as possible optic disc pixels. The possible optic disc pixels are grouped into clusters, and a best fit circle (or portion thereof lying within the image) is fitted to each cluster. The circle may be enlarged to improve image contrast at the circumference of the circle. Blood vessel segments that intersect the circle are identified, and metrics are derived from such intersecting blood vessel segments. These metrics are assessed by machine learning processes to determine the probability that each cluster contains the optic disc, and the contours of the optic disc are further determined by analysis of the possible optic disc pixels.

Machine learningVisionA61B 3/0025A61B 3/1241A61B 3/14G06T 7/0012G06T 7/12G06T 7/149G06V 40/197G06T 2207/10101+3 more

AI classification

Vision1.00
Machine learning0.74
AI hardware0.04
Natural language0.00
Evolutionary computation0.00
Speech0.00
Knowledge representation0.00
Planning0.00

Ownership

THE REGENTS OF THE UNIVERSITY OF MICHIGAN

assignment · 431720711

Assignors

JAYASUNDERA, KANISHKA T., JOHNSON-ROBERSON, MATTHEW K.

On an employer assignment, the assignors are typically the inventors.

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