论文标题

糖尿病足溃疡数据集的开发:概述

Development of Diabetic Foot Ulcer Datasets: An Overview

论文作者

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

论文摘要

本文提供了过去十年来用于开发糖尿病足溃疡数据集的概念基础和程序,并有一个时间表来展示进展。我们对脚步照片的数据捕获方法进行了调查,开发私人和公共数据集的研究概述,相关的计算机视觉任务(检测,细分和分类),糖尿病足溃疡挑战以及数据集开发的未来方向。我们按国家和年份报告数据集用户的分布。我们的目的是分享我们遇到的技术挑战以及数据集开发中的良好实践,并为其他研究人员参与该领域的数据共享提供动力。

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.

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