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胃肠道息肉标注中的标注工具

Annotation Tools in Gastrointestinal Polyp Annotation.

作者信息

Selnes Ola, Bjørsum-Meyer Thomas, Histace Aymeric, Baatrup Gunnar, Koulaouzidis Anastasios

机构信息

Department of Surgery, Odense University Hospital, 5700 Svendborg, Denmark.

Department of Clinical Research, University of Southern Denmark, 5000 Odense C, Denmark.

出版信息

Diagnostics (Basel). 2022 Sep 26;12(10):2324. doi: 10.3390/diagnostics12102324.

Abstract

Capsule endoscopy (CE) is a valid alternative to conventional gastrointestinal (GI) endoscopy tools. In CE, annotation tools are crucial in developing large and annotated medical image databases for training deep neural networks (DNN). We provide an overview of the described and in-use various annotation systems available, focusing on the annotation of adenomatous polyp pathology in the GI tract. Some studies present promising results regarding time efficiency by implementing automated labelling features in annotation systems. Thus, data are inadequate regarding the general overview for users, and may also be more specific on which features provided are necessary for polyp annotation.

摘要

胶囊内镜检查(CE)是传统胃肠道(GI)内镜检查工具的有效替代方法。在CE中,注释工具对于开发用于训练深度神经网络(DNN)的大型带注释医学图像数据库至关重要。我们概述了已描述的和正在使用的各种可用注释系统,重点是胃肠道腺瘤性息肉病理的注释。一些研究通过在注释系统中实现自动标记功能,在时间效率方面取得了有前景的结果。因此,对于用户而言,关于总体概述的数据并不充分,而且对于息肉注释所需提供的哪些特征可能也更具针对性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b2d/9600922/f7aed5525eab/diagnostics-12-02324-g001.jpg

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