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High-precision polarization measurements and analysis for machine vision applications

机译:机器视觉应用的高精度偏振测量和分析

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Polarization is a source of information that is steadily attracting attention in the field of computer vision due to its ability to tap into information not readily available in standard colour or greyscale cameras. Unfortunately, most existing data capture methods tend to suffer from either poor signal-to-noise ratio or long capture times. Further, most existing literature relies on making heavy assumptions about the polarizing properties of surfaces, which limits their application. This paper aims to optimise image capture conditions for polarization data in order to maximise the signal-to-noise ratio. Using the discovered optimal settings, a variety of images of different scenes are captured illustrating a range of reflectance properties typically overlooked previously. Such phenomena include inter-reflections, combined specular-diffuse reflection and surface conductance. The output from the paper is a set of key requirements and considerations necessary to further advance the field of polarization vision.
机译:极化是一种信息源,由于其能够利用标准彩色或灰度相机中不易获得的信息,因此在计算机视觉领域正逐渐引起人们的关注。不幸的是,大多数现有的数据捕获方法往往会遇到较差的信噪比或较长的捕获时间。此外,大多数现有文献依赖于对表面的偏振特性做出严格的假设,这限制了它们的应用。本文旨在优化偏振数据的图像捕获条件,以最大化信噪比。使用发现的最佳设置,可以捕获各种不同场景的图像,这些图像说明了以前通常被忽略的一系列反射率属性。这样的现象包括相互反射,镜面漫反射和表面电导的组合。本文的输出是进一步推进偏振视觉领域的一系列关键要求和考虑因素。

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