Study on global longitudinal strain in optical coherence tomography angiography with few-shot learning (Conference Presentation)

Optical coherence tomography angiography (OCTA) is a technique for imaging microvasculature, offering a rapid and non-invasive method to assess microcirculation primarily in ophthalmology. While mature applications exist in ophthalmology, OCTA shows potential for evaluating the health of microcirculatory systems in other regions of the human body. This study aims to classify microvascular images obtained from OCTA scans of the nail fold about the degree of global longitudinal strain (GLS), a marker of cardiac contractile function. By leveraging prototypical networks within a few-shot learning framework, this research provides preliminary cardiovascular insights for elderly populations based on the assessment of GLS levels.

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Published
2025-03-20
DOI
https://doi.org/10.1117/12.3041641
Primary Topic
Cerebrovascular and Carotid Artery Diseases
Type
article
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Study on global longitudinal strain in optical coherence tomography angiography with few-shot learning (Conference Presentation)

Wei‐Wen Lin, Pei‐feng Hsu, Liang‐Kung Chen, Kai‐Shih Chiu et al.
Cerebrovascular and Carotid Artery Diseases
article

Study on global longitudinal strain in optical coherence tomography angiography with few-shot learning (Conference Presentation)

Wei‐Wen Lin, Pei‐feng Hsu, Liang‐Kung Chen, Kai‐Shih Chiu, Chia-Wei Sun, Li Liu
article en

Abstract

Optical coherence tomography angiography (OCTA) is a technique for imaging microvasculature, offering a rapid and non-invasive method to assess microcirculation primarily in ophthalmology. While mature applications exist in ophthalmology, OCTA shows potential for evaluating the health of microcirculatory systems in other regions of the human body. This study aims to classify microvascular images obtained from OCTA scans of the nail fold about the degree of global longitudinal strain (GLS), a marker of cardiac contractile function. By leveraging prototypical networks within a few-shot learning framework, this research provides preliminary cardiovascular insights for elderly populations based on the assessment of GLS levels.

National Yang Ming Chiao Tung University (TW), National Chung Hsing University (TW), Tunghai University (TW), Taipei Veterans General Hospital (TW), Taipei Municipal YangMing Hospital (TW), Taichung Veterans General Hospital (TW), National Taipei University (TW)
Openalex Percentile: Top 92%
Cerebrovascular and Carotid Artery Diseases
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