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边缘人工智能无线视频胶囊内窥镜。

Edge artificial intelligence wireless video capsule endoscopy.

机构信息

Applied AI and Data Science (AID), Maersk Mc-Kinney Moller Institute, Faculty of Engineering, University of Southern Denmark, Odense, Denmark.

Biomedical Laboratory, Department of Clinical Research, Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark.

出版信息

Sci Rep. 2022 Aug 12;12(1):13723. doi: 10.1038/s41598-022-17502-7.

Abstract

Gastrointestinal (GI) tract diseases are responsible for substantial morbidity and mortality worldwide, including colorectal cancer, which has shown a rising incidence among adults younger than 50. Although this could be alleviated by regular screening, only a small percentage of those at risk are screened comprehensively, due to shortcomings in accuracy and patient acceptance. To address these challenges, we designed an artificial intelligence (AI)-empowered wireless video endoscopic capsule that surpasses the performance of the existing solutions by featuring, among others: (1) real-time image processing using onboard deep neural networks (DNN), (2) enhanced visualization of the mucous layer by deploying both white-light and narrow-band imaging, (3) on-the-go task modification and DNN update using over-the-air-programming and (4) bi-directional communication with patient's personal electronic devices to report important findings. We tested our solution in an in vivo setting, by administrating our endoscopic capsule to a pig under general anesthesia. All novel features, successfully implemented on a single platform, were validated. Our study lays the groundwork for clinically implementing a new generation of endoscopic capsules, which will significantly improve early diagnosis of upper and lower GI tract diseases.

摘要

胃肠道(GI)疾病在全球范围内导致了大量的发病率和死亡率,包括结直肠癌,其在 50 岁以下成年人中的发病率呈上升趋势。尽管定期筛查可以缓解这种情况,但由于准确性和患者接受度的不足,只有一小部分高危人群接受了全面筛查。为了解决这些挑战,我们设计了一种人工智能(AI)赋能的无线视频内窥镜胶囊,通过以下功能超越了现有解决方案的性能:(1)使用板载深度神经网络(DNN)进行实时图像处理,(2)通过部署白光和窄带成像增强黏液层的可视化,(3)使用空中编程进行实时任务修改和 DNN 更新,(4)与患者个人电子设备进行双向通信以报告重要发现。我们在体内环境中对我们的内窥镜胶囊进行了测试,在全麻下将其施用于一头猪。所有新功能都在单个平台上成功实现并得到验证。我们的研究为临床实施新一代内窥镜胶囊奠定了基础,这将显著提高上消化道和下消化道疾病的早期诊断水平。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0609/9374669/cda5b7b3067c/41598_2022_17502_Fig1_HTML.jpg

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