Disease Generating Model for 3D Display of the Effect of Treatment on 3D Optical Coherence Tomography Images

被引:0
|
作者
Nguyen Ngoc Anh Huyen [1 ]
Yamakawa, Ai [1 ]
Kodama, Dai [1 ]
Tsuruoka, Shinji [2 ]
Kawanaka, Hiroharu [1 ]
Takase, Hanthiko [1 ]
Uji, Yukitaka [3 ]
Matsubara, Hisashi [3 ]
Okuyama, Fumio [4 ]
机构
[1] Mie Univ, Grad Sch Engn, Tsu, Mie, Japan
[2] Mie Univ, Grad Sch Reg Innovat Studies, Tsu, Mie, Japan
[3] Mie Univ, Grad Sch Med, Tsu, Mie, Japan
[4] Suzuka Univ Med Sci, Grad Sch Hlth Sci, Tsu, Mie, Japan
关键词
inner limiting membrane; retinal pigment epithelium; optical coherence tomography; active net; temporal subtraction technique;
D O I
10.1016/j.procs.2013.09.160
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In ophthalmology, the needs of retina diagnosis using optical coherence tomography (OCT) have been growing and the automatic measurement of a retinal thickness and its quantitative evaluation are desired for the diagnosis of retinal diseases. Previously, the automatic measurement methods of the retinal thickness have been reported for retinal OCT images. However, the methods extracted the retinal border lines intermittently for OCT images, but cannot measure the effect of treatment for an abnormal area automatically. And it's difficult in evaluating the effectiveness of laser treatment or medication. In this paper, we propose a disease generating model for three dimensional (3D) display of the effect of treatment. To extract the change of the abnormal area, we applied automatic measurement method of a retinal thickness in OCT image. The method employs a new dynamic contour model ("One Directional Active Net (ODAN)") to extract two retinal border lines, and the thickness is defined from Inner Limiting Membrane (ILM) to Retinal Pigment Epithelium (RPE). We confirmed the usefulness of the ODAN by the experimental results for normal and retinal disease OCT images. The proposed method is useful as the visual evaluation for the effect of treatment for retinal disease. (C) 2013 The Authors. Published by Elsevier B.V.
引用
收藏
页码:780 / 789
页数:10
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