...
首页> 外文期刊>Biomedical Engineering, IEEE Transactions on >Smartphone-Based Wound Assessment System for Patients With Diabetes
【24h】

Smartphone-Based Wound Assessment System for Patients With Diabetes

机译:基于智能手机的糖尿病患者伤口评估系统

获取原文
获取原文并翻译 | 示例

摘要

Diabetic foot ulcers represent a significant health issue. Currently, clinicians and nurses mainly base their wound assessment on visual examination of wound size and healing status, while the patients themselves seldom have an opportunity to play an active role. Hence, a more quantitative and cost-effective examination method that enables the patients and their caregivers to take a more active role in daily wound care potentially can accelerate wound healing, save travel cost and reduce healthcare expenses. Considering the prevalence of smartphones with a high-resolution digital camera, assessing wounds by analyzing images of chronic foot ulcers is an attractive option. In this paper, we propose a novel wound image analysis system implemented solely on the Android smartphone. The wound image is captured by the camera on the smartphone with the assistance of an image capture box. After that, the smartphone performs wound segmentation by applying the accelerated mean-shift algorithm. Specifically, the outline of the foot is determined based on skin color, and the wound boundary is found using a simple connected region detection method. Within the wound boundary, the healing status is next assessed based on red–yellow–black color evaluation model. Moreover, the healing status is quantitatively assessed, based on trend analysis of time records for a given patient. Experimental results on wound images collected in UMASS—Memorial Health Center Wound Clinic (Worcester, MA) following an Institutional Review Board approved protocol show that our system can be efficiently used to analyze the wound healing status with promising accuracy.
机译:糖尿病足溃疡代表严重的健康问题。当前,临床医生和护士主要根据伤口大小和愈合状态的目视检查进行伤口评估,而患者本身很少有机会发挥积极作用。因此,使患者及其护理人员能够在日常伤口护理中发挥更积极作用的更具定量和成本效益的检查方法可能会加速伤口愈合,节省旅行费用并减少医疗费用。考虑到使用高分辨率数码相机的智能手机的普及,通过分析慢性足溃疡的图像评估伤口是一种有吸引力的选择。在本文中,我们提出了一种仅在Android智能手机上实现的新型伤口图像分析系统。伤口的图像在图像捕捉盒的帮助下由智能手机上的相机捕捉。之后,智能手机通过应用加速均值偏移算法执行伤口分割。具体地,根据肤色确定脚的轮廓,并使用简单的连接区域检测方法找到伤口边界。在伤口边界内,接下来根据红黄黑黑评估模型评估其愈合状态。此外,基于对给定患者的时间记录的趋势分析,对愈合状态进行定量评估。根据机构审查委员会批准的协议,在UMASS-Memorial Health Center伤口诊所(马萨诸塞州伍斯特)收集的伤口图像的实验结果表明,我们的系统可以有效地用于分析伤口的愈合状态,并具有良好的准确性。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号