Experimental Study on Wound Area Measurement with Mobile Devices

被引:9
作者
Ferreira, Filipe [1 ]
Pires, Ivan Miguel [2 ]
Ponciano, Vasco [1 ,3 ]
Costa, Monica [1 ]
Villasana, Maria Vanessa [4 ]
Garcia, Nuno M. [2 ]
Zdravevski, Eftim [5 ]
Lameski, Petre [5 ]
Chorbev, Ivan [5 ]
Mihajlov, Martin [6 ]
Trajkovik, Vladimir [5 ]
机构
[1] Polytech Inst Castelo Branco, R&D Unit Digital Serv Applicat & Content, P-6000767 Castelo Branco, Portugal
[2] Univ Beira Interior, Inst Telecomunicacoes, P-6200001 Covilha, Portugal
[3] Altranportugal, Global Delivery Ctr GDC, P-1990096 Lisbon, Portugal
[4] Ctr Hosp Baixo Vouga, P-3810164 Aveiro, Portugal
[5] Univ Ss Cyril & Methodius, Fac Comp Sci & Engn, Skopje 1000, North Macedonia
[6] Jozef Stefan Inst, Lab Open Syst & Networks, Ljubljana 1000, Slovenia
关键词
wound area measurement; mobile application; segmentation; threshold; image processing techniques; IMAGE; SKIN;
D O I
10.3390/s21175762
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Healthcare treatments might benefit from advances in artificial intelligence and technological equipment such as smartphones and smartwatches. The presence of cameras in these devices with increasingly robust and precise pattern recognition techniques can facilitate the estimation of the wound area and other telemedicine measurements. Currently, telemedicine is vital to the maintenance of the quality of the treatments remotely. This study proposes a method for measuring the wound area with mobile devices. The proposed approach relies on a multi-step process consisting of image capture, conversion to grayscale, blurring, application of a threshold with segmentation, identification of the wound part, dilation and erosion of the detected wound section, identification of accurate data related to the image, and measurement of the wound area. The proposed method was implemented with the OpenCV framework. Thus, it is a solution for healthcare systems by which to investigate and treat people with skin-related diseases. The proof-of-concept was performed with a static dataset of camera images on a desktop computer. After we validated the approach's feasibility, we implemented the method in a mobile application that allows for communication between patients, caregivers, and healthcare professionals.
引用
收藏
页数:19
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