Determination of Retinal Pigments from Fundus Images using Independent Component Analysis

被引:0
作者
Fadzil, M. H. Ahmad [1 ]
Nugroho, H. A. [1 ]
Venkatachalam, P. A. [1 ]
Nugroho, H. [1 ]
Izhar, L. I. [1 ]
机构
[1] Univ Teknol PETRONAS, Dept Elect & Elect Engn, Tronoh, Perak, Malaysia
来源
4TH KUALA LUMPUR INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING 2008, VOLS 1 AND 2 | 2008年 / 21卷 / 1-2期
关键词
macular images; retinal pigments; independent component analysis; image processing;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In the macular area, there are fovea and foveal avascular zone. Foveal avascular zone is the fovea devoid of capillaries. Enlargement of the foveal avascular zone is found to be related to the severity of diabetic retinopathy. Particular colours observed in the retinal image correspond to the optical properties of the pigments and the structure of the retinal layers. In this work, we use independent component analysis to determine retinal pigments from fundus images. The results show that independent component analysis can be used to determine retinal pigments, namely haemoglobin, melanin, and macular pigment. This technique allows us to determine retinal blood vessels and the macula based on the distribution of haemoglobin and macular pigment. Contrast enhancement factor of 3.5 for digital retinal images is achieved. This improvement in contrast reduces the need of applying contrasting agent on patients.
引用
收藏
页码:555 / 558
页数:4
相关论文
共 12 条
  • [1] BRESNICK GH, 1984, ARCH OPHTHALMOL-CHIC, V102, P1286
  • [2] Fadzil M. H. Ahmad, 2007, Journal of Medical Engineering & Technology, V31, P435, DOI 10.1080/03091900601111201
  • [3] Fast and robust fixed-point algorithms for independent component analysis
    Hyvärinen, A
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (03): : 626 - 634
  • [4] IZNITA L, 2006, THESIS U TEKNOLOGI P
  • [5] KNIGTON RW, 1995, ENG MED BIOL MAGAZIN, V14, P43
  • [6] NIEMEIJER M, 2004, MED IM 2004 IM PROC
  • [7] NUGROHO H, 2007, ENG MED BIOL SOC 200
  • [8] Shimahara T, 2004, SICE 2004 ANNUAL CONFERENCE, VOLS 1-3, P650
  • [9] Ridge-based vessel segmentation in color images of the retina
    Staal, J
    Abràmoff, MD
    Niemeijer, M
    Viergever, MA
    van Ginneken, B
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2004, 23 (04) : 501 - 509
  • [10] Quantitative analysis of multi-spectral fundus images
    Styles, I. B.
    Calcagni, A.
    Claridge, E.
    Orihuela-Espina, F.
    Gibson, J. M.
    [J]. MEDICAL IMAGE ANALYSIS, 2006, 10 (04) : 578 - 597