A Novel Similarity Measure for Retinal Optical Coherence Tomography Images

被引:1
|
作者
Hong, Tae [1 ]
Mohammadi, Farnaz [2 ]
Chatterjee, Rohan [1 ]
Chan, Eric [1 ]
Pourhomayoun, Mohammad [1 ]
Mohammadzadeh, Vahid [2 ]
Nouri-Mahdavi, Kouros [2 ]
Amini, Navid [1 ,2 ]
机构
[1] Calif State Univ Los Angeles, Los Angeles, CA 90032 USA
[2] Univ Calif Los Angeles, Los Angeles, CA 90095 USA
关键词
OCT; Structural similarity; Region of interest; Multiscale structural similarity; Retinal segmentation; NERVE-FIBER LAYER; ALZHEIMERS; NETWORK;
D O I
10.1007/978-3-030-90436-4_22
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Optical coherence tomography (OCT) has become an essential tool for imaging of the retina to perform diagnosis and management of ocular and non-ocular diseases. In this paper, we evaluate the performance of structural similarity (SSIM) and multiscale structural similarity (MS-SSIM) metrics in comparing cross-sectional OCT images of the retina. We will then propose new metrics that only consider areas with a high signal-to-noise ratio in retinal OCT images. Our experimental comparisons demonstrate that, as opposed to SSIM and MS-SSIM measurements, the proposed metrics, called ROI-SSIM and ROI-MS -SSIM, more effectively extract structural information from OCT images and hence, yield similarity values more reflective of human visual perception.
引用
收藏
页码:276 / 286
页数:11
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