Optic Disk and Cup Segmentation Through Fuzzy Broad Learning System for Glaucoma Screening
نویسندگان
چکیده
Glaucoma is an ocular disease that causes permanent blindness if not cured at early stage. Cup-to-disk ratio (CDR), obtained by dividing the height of optic cup (OC) with disk (OD), a widely adopted metric used for glaucoma screening. Therefore, accurately segmenting OD and OC crucial calculating CDR. Most methods have employed deep learning segmentation OC. However, these are very time consuming. In this article, we present new fuzzy broad system-based technique We comprehensively integrated extracting region interest from RGB images, data augmentation, red green channel inputting them to two separate neural networks OC, respectively, then calculated Experiments show our outperforms many state-of-the-art methods.
منابع مشابه
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ژورنال
عنوان ژورنال: IEEE Transactions on Industrial Informatics
سال: 2021
ISSN: ['1551-3203', '1941-0050']
DOI: https://doi.org/10.1109/tii.2020.3000204