G. Landini et al., LOCAL CONNECTED FRACTAL DIMENSIONS AND LACUNARITY ANALYSES OF 60-DEGREES FLUORESCEIN ANGIOGRAMS, Investigative ophthalmology & visual science, 36(13), 1995, pp. 2749-2755
Purpose, The retinal vascular tree exhibits fractal characteristics. T
hese findings relate to the mechanisms involved in the vascularization
process and to the objective morphologic characterization of retinal
vessels using fractal analysis. Although normal retinas show uniform p
atterns of blood vessels, in pathologic retinas with central vein or a
rtery occlusions, the patterns are irregular. Because the generalized
box fractal dimension fails to differentiate successfully between norm
al and abnormal retinal vessels in 60 degrees fluorescein angiograms,
the authors have further investigated this problem using the local con
nected fractal dimension (alpha). Methods. The authors studied 24 digi
tized 60 degrees fluorescein angiograms of patients with normal retina
s and 5 angiograms of patients with central retinal vein or artery occ
lusion. The pointwise method estimated the local complexity of the ang
iogram within a finite window centered on those pixels that belong to
the retinal vessels. Color-coded dimensional images of the angiograms
were constructed by plotting the pixels forming the object with a colo
r that corresponded to specific values of alpha +/- Delta alpha. Resul
ts, The color-coded representation allowed recognition of areas with i
ncreased or decreased local angiogram complexity. The alpha distributi
ons showed differences between normal and pathologic retinas, which ov
ercomes problems encountered when using the methods of calculating the
generalized fractal dimensions. A multivariate linear discriminant fu
nction using parameters from the alpha distribution and a further frac
tal parameter - lacunarity - reclassified 23 of the 24 normal and 4 of
the 5 pathologic angiograms in their original groups (total: 92.1% co
rrect). Conclusions, This methodology may be used for automatic detect
ion and objective characterization of local retinal vessel abnormaliti
es.