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arXiv 2201.00163eess.IVcs.CV
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糖尿病足溃疡数据集的开发:综述

Development of Diabetic Foot Ulcer Datasets: An Overview

Manchester Metropolitan University(曼彻斯特城市大学);UT Southwestern Medical Center(德克萨斯大学西南医学中心);Lancashire Teaching Hospitals NHS Trust(兰开夏教学医院 NHS 信托)

Moi Hoon Yap, Connah Kendrick, Neil D. Reeves, Manu Goyal, Joseph M. Pappachan, Bill Cassidy

摘要:

本文提供了过去十年中糖尿病足溃疡数据集开发中使用的概念基础和程序,并提供了时间轴来展示进展。我们对足部照片的数据采集方法进行了调查,概述了开发私人和公共数据集的研究,相关的计算机视觉任务(检测,分割和分类),糖尿病足溃疡的挑战以及数据集发展的未来方向。我们按国家和年份报告了数据集用户的分布。我们的目标是分享我们在数据集开发中遇到的技术挑战和良好实践,并为其他研究人员参与该领域的数据共享提供动力。

英文摘要:

This paper provides conceptual foundation and procedures used in the development of diabetic foot ulcer datasets over the past decade, with a timeline to demonstrate progress. We conduct a survey on data capturing methods for foot photographs, an overview of research in developing private and public datasets, the related computer vision tasks (detection, segmentation and classification), the diabetic foot ulcer challenges and the future direction of the development of the datasets. We report the distribution of dataset users by country and year. Our aim is to share the technical challenges that we encountered together with good practices in dataset development, and provide motivation for other researchers to participate in data sharing in this domain.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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