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Assessment of Registration Methods for Thermal Infrared and Visible Images for Diabetic Foot Monitoring

机译:评估热红外和可见图像的登记方法进行糖尿病足迹监测

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摘要

This work presents a revision of four different registration methods for thermal infrared and visible images captured by a camera-based prototype for the remote monitoring of diabetic foot. This prototype uses low cost and off-the-shelf available sensors in thermal infrared and visible spectra. Four different methods (Geometric Optical Translation, Homography, Iterative Closest Point, and Affine transform with Gradient Descent) have been implemented and analyzed for the registration of images obtained from both sensors. All four algorithms’ performances were evaluated using the Simultaneous Truth and Performance Level Estimation (STAPLE) together with several overlap benchmarks as the Dice coefficient and the Jaccard index. The performance of the four methods has been analyzed with the subject at a fixed focal plane and also in the vicinity of this plane. The four registration algorithms provide suitable results both at the focal plane as well as outside of it within 50 mm margin. The obtained Dice coefficients are greater than 0.950 in all scenarios, well within the margins required for the application at hand. A discussion of the obtained results under different distances is presented along with an evaluation of its robustness under changing conditions.
机译:这项工作提出了通过基于相机的原型捕获的热红外和可见图像的四种不同注册方法的修订,以进行糖尿病脚的远程监测。该原型在热红外和可见光谱中使用低成本和现成的可用传感器。已经实现了四种不同的方法(几何光学翻译,迭代,最接近点和带梯度下降的仿射变换),并分析了从两个传感器获得的图像的登记。使用同时性真理和性能水平估计(Staple)与几个重叠基准作为骰子系数和Jaccard指标进行评估所有四种算法的性能。已经在固定焦平面和该平面附近分析了四种方法的性能。四个登记算法在50 mm边缘内提供焦平面的合适结果以及其外部。在所有场景中获得的骰子系数大于0.950,井在手头应用所需的边缘内。对不同距离下取得的结果的讨论随着其在变化条件下的鲁棒性的评估。

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