TY - JOUR
T1 - Statistical atlas based exudate segmentation
AU - Ali, Sharib
AU - Sidibé, Désiré
AU - Adal, Kedir M.
AU - Giancardo, Luca
AU - Chaum, Edward
AU - Karnowski, Thomas P.
AU - Mériaudeau, Fabrice
PY - 2013/7
Y1 - 2013/7
N2 - Diabetic macular edema (DME) is characterized by hard exudates. In this article, we propose a novel statistical atlas based method for segmentation of such exudates. Any test fundus image is first warped on the atlas co-ordinate and then a distance map is obtained with the mean atlas image. This leaves behind the candidate lesions. Post-processing schemes are introduced for final segmentation of the exudate. Experiments with the publicly available HEI-MED data-set shows good performance of the method. A lesion localization fraction of 82.5% at 35% of non-lesion localization fraction on the FROC curve is obtained. The method is also compared to few most recent reference methods.
AB - Diabetic macular edema (DME) is characterized by hard exudates. In this article, we propose a novel statistical atlas based method for segmentation of such exudates. Any test fundus image is first warped on the atlas co-ordinate and then a distance map is obtained with the mean atlas image. This leaves behind the candidate lesions. Post-processing schemes are introduced for final segmentation of the exudate. Experiments with the publicly available HEI-MED data-set shows good performance of the method. A lesion localization fraction of 82.5% at 35% of non-lesion localization fraction on the FROC curve is obtained. The method is also compared to few most recent reference methods.
KW - Exudate segmentation
KW - Retinal images registration
KW - Statistical retinal atlas
UR - http://www.scopus.com/inward/record.url?scp=84887992514&partnerID=8YFLogxK
U2 - 10.1016/j.compmedimag.2013.06.006
DO - 10.1016/j.compmedimag.2013.06.006
M3 - Article
C2 - 23896588
AN - SCOPUS:84887992514
SN - 0895-6111
VL - 37
SP - 358
EP - 368
JO - Computerized Medical Imaging and Graphics
JF - Computerized Medical Imaging and Graphics
IS - 5-6
ER -