Fovea Localization Neural Network for Multimodal Retinal Imaging

被引:2
|
作者
An, Cheolhong [1 ]
Wang, Yiqian [1 ]
Zhang, Junkang [1 ]
Bartsch, Dirk-Uwe G. [2 ]
Freeman, William R. [2 ]
机构
[1] Univ Calif San Diego, Elect & Comp Engn, San Diego, CA 92103 USA
[2] Univ Calif San Diego, Jacobs Retina Ctr, Shiley Eye Inst, San Diego, CA 92103 USA
来源
关键词
Fovea localization; Multimodal retina; Infrared (IR); Optical Coherence Tomography (OCT); Color fundus; Neural network;
D O I
10.1117/12.2569858
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The fovea is one of the most significant regions of the human eye. Accurate localization of the fovea is very helpful to downstream computer-aided diagnosis analysis in retinal imaging. Most previous researches have focused on fovea localization for the color fundus imaging. In this paper, we propose a three-step process to localize the foveal center and the foveal region for three retinal modalities: color fundus, Infrared (IR), and optical coherence tomography (OCT). From the experimental results, the proposed method achieves accurate fovea localization for multimodal imaging.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Multimodal Imaging of Idiopathic Fovea Plana
    Wu, Chris Y.
    Knight, Darren
    Nudleman, Eric
    [J]. OPHTHALMOLOGY RETINA, 2020, 4 (10): : 972 - 972
  • [2] Multimodal Retinal Imaging Classification for Parkinson's Disease Using a Convolutional Neural Network
    Richardson, Alexander
    Kundu, Anita
    Henao, Ricardo
    Lee, Terry
    Scott, Burton L.
    Grewal, Dilraj S.
    Fekrat, Sharon
    [J]. TRANSLATIONAL VISION SCIENCE & TECHNOLOGY, 2024, 13 (08):
  • [3] A Novel Scheme for the Fovea Localization on Retinal Images
    Yu, Chun-Yuan
    Liu, Chen-Chung
    Yu, Shyr-Shen
    [J]. 2014 INTERNATIONAL SYMPOSIUM ON COMPUTER, CONSUMER AND CONTROL (IS3C 2014), 2014, : 609 - 612
  • [4] Multimodal imaging of fovea plana in oculocutaneous albinism
    Singh, Simar R.
    Jain, Sahil
    Kaur, Savleen
    Dogra, Mohit
    [J]. INDIAN JOURNAL OF OPHTHALMOLOGY, 2019, 67 (10) : 1733 - 1733
  • [5] Convolutional neural network to identify symptomatic Alzheimer's disease using multimodal retinal imaging
    Wisely, C. Ellis
    Wang, Dong
    Henao, Ricardo
    Grewal, Dilraj S.
    Thompson, Atalie C.
    Robbins, Cason B.
    Yoon, Stephen P.
    Soundararajan, Srinath
    Polascik, Bryce W.
    Burke, James R.
    Liu, Andy
    Carin, Lawrence
    Fekrat, Sharon
    [J]. BRITISH JOURNAL OF OPHTHALMOLOGY, 2022, 106 (03) : 388 - 395
  • [6] Segmentation of optic disc, fovea and retinal vasculature using a single convolutional neural network
    Tan, Jen Hong
    Acharya, U. Rajendra
    Bhandary, Sulatha V.
    Chua, Kuang Chua
    Sivaprasad, Sobha
    [J]. JOURNAL OF COMPUTATIONAL SCIENCE, 2017, 20 : 70 - 79
  • [7] A Neural Network-based Retinal Imaging Interface for Optic Disc Localization in Ophthalmic Analyses
    Carnimeo, Leonarda
    Benedetto, Anna Cinzia
    Nitti, Rosamaria
    [J]. 2015 6TH IEEE INTERNATIONAL WORKSHOP ON ADVANCES IN SENSORS AND INTERFACES (IWASI), 2015, : 204 - 209
  • [8] Multimodal Imaging of Diabetic Retinopathy in a Patient With Fovea Plana
    Querques, Giuseppe
    Pierro, Luisa
    Zucchiatti, Ilaria
    Corbelli, Eleonora
    Querques, Lea
    Bandello, Francesco
    [J]. RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES, 2016, 36 (10): : E93 - E94
  • [9] A Convolutional Neural Network Using Multimodal Retinal Imaging for Differentiation of Mild Cognitive Impairment from Normal Cognition
    Wisely, C. Ellis
    Richardson, Alexander
    Henao, Ricardo
    Robbins, Cason B.
    Ma, Justin P.
    Wang, Dong
    Johnson, Kim G.
    Liu, Andy J.
    Grewal, Dilraj S.
    Fekrat, Sharon
    [J]. OPHTHALMOLOGY SCIENCE, 2024, 4 (01):
  • [10] Fovea localization in retinal images using spatial color histograms
    Sigut, Jose
    Nunez, Omar
    Fumero, Francisco
    Alayon, Silvia
    Diaz-Aleman, Tinguaro
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (06) : 17753 - 17771