Automatic Detection of Epiretinal Membrane in OCT Images by Means of Local Luminosity Patterns

被引:15
作者
Baamonde, Sergio [1 ]
de Moura, Joaquim [1 ]
Novo, Jorge [1 ]
Ortega, Marcos [1 ]
机构
[1] Univ A Coruna, VARPA Grp, Dept Comp Sci, La Coruna, Spain
来源
ADVANCES IN COMPUTATIONAL INTELLIGENCE, IWANN 2017, PT I | 2017年 / 10305卷
关键词
Epiretinal membrane; Retinal layers; Medical imaging; Optical coherence tomography; OPTICAL COHERENCE TOMOGRAPHY; VITREOMACULAR TRACTION; SURGERY;
D O I
10.1007/978-3-319-59153-7_20
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work presents a novel approach for automatic detection of the epiretinal membrane in Optical Coherence Tomography (OCT) images. A tool able to detect this pathology is very valued since it can prevent further ocular damage by doing an early detection. This approach is based in the location of the inner limiting membrane (ILM) layers of the retina. Then, the detected locations are classified using a local-feature based vector in order to determine presence of the membrane. Different tests are run and compared to establish the appropriateness of the approach as well as its practical validity.
引用
收藏
页码:222 / 235
页数:14
相关论文
共 13 条
[1]   Optical coherence tomography (OCT) in macular edema [J].
Brancato, R .
DOCUMENTA OPHTHALMOLOGICA, 1999, 97 (3-4) :337-339
[2]   Impact of optical coherence tomography on surgical decision making for epiretinal membranes and vitreomacular traction [J].
Do, Diana V. ;
Cho, Minhee ;
Nguyen, Quan Dong ;
Shah, Syed Mahmood ;
Handa, James T. ;
Campochiaro, Peter A. ;
Zimmer-Galler, Ingrid ;
Sung, Jennifer U. ;
Haller, Julia A. .
RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES, 2007, 27 (05) :552-556
[3]   Spectral-Domain Optical Coherence Tomography for Monitoring Epiretinal Membrane Surgery [J].
Falkner-Radler, Christiane I. ;
Glittenberg, Carl ;
Hagen, Stefan ;
Benesch, Thomas ;
Binder, Susanne .
OPHTHALMOLOGY, 2010, 117 (04) :798-805
[4]  
FOOS RY, 1977, INVEST OPHTH VIS SCI, V16, P416
[5]   SNAKES - ACTIVE CONTOUR MODELS [J].
KASS, M ;
WITKIN, A ;
TERZOPOULOS, D .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) :321-331
[6]   Three-dimensional evaluation of vitreomacular traction and epiretinal membrane using spectral-domain optical coherence tomography [J].
Koizumi, Hideki ;
Spaide, Richard F. ;
Fisher, Yale L. ;
Freund, K. Bailey ;
Klancnik, James M., Jr. ;
Yannuzzi, Lawrence A. .
AMERICAN JOURNAL OF OPHTHALMOLOGY, 2008, 145 (03) :509-517
[7]   Epiretinal membrane surgery with or without internal limiting membrane peeling [J].
Kwok, AKH ;
Lai, TYY ;
Yuen, KSC .
CLINICAL AND EXPERIMENTAL OPHTHALMOLOGY, 2005, 33 (04) :379-385
[8]   Three-dimensional spectral-domain optical coherence tomography images of the retina in the presence of epiretinal membranes [J].
Legarreta, John E. ;
Gregori, Giovanni ;
Knighton, Robert W. ;
Punjabi, Omar S. ;
Lalwani, Geeta A. ;
Puliafito, Carmen A. .
AMERICAN JOURNAL OF OPHTHALMOLOGY, 2008, 145 (06) :1023-1030
[9]   NEW CONCEPT FOR VITREOUS SURGERY .7. 2 INSTRUMENT TECHNIQUES IN PARS-PLANA VITRECTOMY [J].
MACHEMER, R .
ARCHIVES OF OPHTHALMOLOGY, 1974, 92 (05) :407-412
[10]  
McLachlan G. J., 2004, Analyzing Microarray Gene Expression Data