A bio-inspired method for segmenting the optic disc and macula in retinal images

IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY Pub Date : 2023-01-01 DOI:10.1504/ijcat.2023.133882
Ahmad Taher Azar
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Abstract

In this paper, Ant Colony System (ACS) based segmentation method is proposed and its features are used for segmenting the optic disc and macula in the retinal images. The suggested ACS-based segmentation approach employs intensity (gray-level) and colour as distinct characteristics to localise and segment the optic disc and macula in the retinal images. The evaluation and assessment of the performance of this nature-inspired approach for automatically separating blood vessels in retinal images by computer on standard retinal image databases revealed that it obtained the best separation of pixels that only belong to a blood vessel above all previous findings. The degree of accuracy of the proposed methodology approaches the best levels of accuracy achieved by techniques using supervised pixel classification algorithms.
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一种在视网膜图像中分割视盘和黄斑的仿生方法
本文提出了一种基于蚁群系统(ACS)的分割方法,并利用其特点对视网膜图像中的视盘和黄斑进行分割。所建议的基于acs的分割方法采用强度(灰度)和颜色作为不同的特征来定位和分割视网膜图像中的视盘和黄斑。在标准视网膜图像数据库上,对这种基于自然的视网膜图像血管自动分离方法的性能进行了评价和评估,结果表明,该方法获得了仅属于血管的像素的最佳分离效果。所提出的方法的精度程度接近使用监督像素分类算法的技术所达到的最佳精度水平。
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来源期刊
INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY
INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
2.80
自引率
45.50%
发文量
49
期刊介绍: IJCAT addresses issues of computer applications, information and communication systems, software engineering and management, CAD/CAM/CAE, numerical analysis and simulations, finite element methods and analyses, robotics, computer applications in multimedia and new technologies, computer aided learning and training. Topics covered include: -Computer applications in engineering and technology- Computer control system design- CAD/CAM, CAE, CIM and robotics- Computer applications in knowledge-based and expert systems- Computer applications in information technology and communication- Computer-integrated material processing (CIMP)- Computer-aided learning (CAL)- Computer modelling and simulation- Synthetic approach for engineering- Man-machine interface- Software engineering and management- Management techniques and methods- Human computer interaction- Real-time systems
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