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一种用于热图像高级渐进式评估的分割与配准组合方法。

A combined method for segmentation and registration for an advanced and progressive evaluation of thermal images.

作者信息

Barcelos Emilio Z, Caminhas Walmir M, Ribeiro Eraldo, Pimenta Eduardo M, Palhares Reinaldo M

机构信息

Department of Electrical Engineering, Federal University of Triangulo Mineiro, Av. Dr. Randolfo Borges Jr. 1250, Univerdecidade, CEP 38064.200, Uberaba, MG, Brazil.

Department of Electronics Engineering, Graduate Program in Electrical Engineering, Federal University of Minas Gerais, Av. Antonio Carlos 6627, Pampulha, CEP 31270.901, Belo Horizonte, MG, Brazil.

出版信息

Sensors (Basel). 2014 Nov 19;14(11):21950-67. doi: 10.3390/s141121950.

Abstract

In this paper, a method that combines image analysis techniques, such as segmentation and registration, is proposed for an advanced and progressive evaluation of thermograms. The method is applied for the prevention of muscle injury in high-performance athletes, in collaboration with a Brazilian professional soccer club. The goal is to produce information on spatio-temporal variations of thermograms favoring the investigation of the athletes' conditions along the competition. The proposed method improves on current practice by providing a means for automatically detecting adaptive body-shaped regions of interest, instead of the manual selection of simple shapes. Specifically, our approach combines the optimization features in Otsu's method with a correction factor and post-processing techniques, enhancing thermal-image segmentation when compared to other methods. Additional contributions resulting from the combination of the segmentation and registration steps of our approach are the progressive analyses of thermograms in a unique spatial coordinate system and the accurate extraction of measurements and isotherms.

摘要

本文提出了一种结合图像分析技术(如图像分割和配准)的方法,用于对热成像图进行先进的、渐进式评估。该方法与一家巴西职业足球俱乐部合作,应用于预防高性能运动员的肌肉损伤。目标是生成热成像图时空变化的信息,有助于在整个比赛过程中对运动员的状况进行调查。所提出的方法改进了当前的做法,提供了一种自动检测自适应身体形状感兴趣区域的方法,而不是手动选择简单形状。具体而言,我们的方法将大津法中的优化特征与校正因子和后处理技术相结合,与其他方法相比,增强了热图像分割效果。我们方法的分割和配准步骤相结合还带来了其他成果,即在独特的空间坐标系中对热成像图进行渐进式分析,以及准确提取测量值和等温线。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/361e/4279571/734e074c386c/sensors-14-21950f1.jpg

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