A Review on Retinal Blood Vessel Enhancement and Segmentation Techniques for Color Fundus Photography

计算机科学 背景(考古学) 眼底摄影 范围(计算机科学) 分割 人工智能 计算机视觉 验光服务 图像分割 眼底(子宫) 视网膜 眼科 医学 荧光血管造影 程序设计语言 古生物学 生物
作者
Sakambhari Mahapatra,Sanjay Agrawal,Pranaba K. Mishro,Rutuparna Panda,Lingraj Dora,Ram Bilas Pachori
出处
期刊:Critical Reviews in Biomedical Engineering [Begell House]
卷期号:52 (1): 41-69 被引量:7
标识
DOI:10.1615/critrevbiomedeng.2023049348
摘要

The retinal image is a trusted modality in biomedical image-based diagnosis of many ophthalmologic and cardiovascular diseases. Periodic examination of the retina can help in spotting these abnormalities in the early stage. However, to deal with today's large population, computerized retinal image analysis is preferred over manual inspection. The precise extraction of the retinal vessel is the first and decisive step for clinical applications. Every year, many more articles are added to the literature that describe new algorithms for the problem at hand. The majority of the review article is restricted to a fairly small number of approaches, assessment indices, and databases. In this context, a comprehensive review of different vessel extraction methods is inevitable. It includes the development of a first-hand classification of these methods. A bibliometric analysis of these articles is also presented. The benefits and drawbacks of the most commonly used techniques are summarized. The primary challenges, as well as the scope of possible changes, are discussed. In order to make a fair comparison, numerous assessment indices are considered. The findings of this survey could provide a new path for researchers for further work in this domain.
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