一种用于水果质量检测中减少眩光的交叉偏振自由照明设计

Janos C. Keresztes, R. J. Koshel, R. Chipman, J. Stover, W. Saeys
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引用次数: 2

摘要

短波红外(SWIR)高光谱成像(HSI)中常用的照明系统包括直接或间接卤钨灯。虽然直射灯比圆顶灯提供更多的辐射到样品上,因此更节能,但获得的图像经常受到镜面反射和光泽的影响。图像中的眩光伪影增加了数据的可变性,限制了机器视觉算法用于缺陷检测和质量检查的准确性,甚至提供误报。虽然已知圆顶可以提供接近朗伯照明和无眩光的图像,但在实际应用中,数据中可能仍然存在光滑区域和非均匀性。特别是在水果和蔬菜质量检测领域,由于其蜡质表面,设计一个有效的逼真的照明系统仍然是一个挑战。本文提出了一种基于水果和蔬菜的双向反射分布函数(BRDF)、形状和Stokes参数测量的照明优化方法。根据这些测量值,BRDF模型被加载到光线跟踪软件中,用于现实照明工程,以确定最合适的照明方案。将这一概念应用于苹果,并提出了一种具有自由形光学(FO)光学结构的交叉偏振器(CP),该交叉偏振器可以优化FO以最大限度地提高成像仪视场的均匀性,并消除苹果上的平行偏振光泽。实验确定了该CP照明系统在一组苹果上的性能。这种交叉偏振(CP)照明系统提供了92%的均匀性(U)和90%的效率(ν),而对于理想的圆顶结构,当照亮矩形目标时,U = 87%和ν = 14%。具有指定光学特性的模拟成像苹果在CP (U=80%)下的表现比使用圆顶(U=73%)时好7%。最后,对光定位的灵敏度和光谱公差进行了研究。
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A cross-polarized freeform illumination design for glare reduction in fruit quality inspection
Common illumination systems in short wave infrared (SWIR) hyperspectral imaging (HSI) include direct or indirect tungsten halogen lights. While direct lights provide more radiation onto the samples than dome setups, thus being more energy efficient, the acquired images often suffer from specular reflections and gloss. Glare artifacts in images increase variability in the data limiting the accuracy of machine vision algorithms for defect detection and quality inspection, or even providing false positives. Although domes are known to provide a near Lambertian illumination and glare free images, glossy regions and heterogeneities may remain in the data in practice. More particularly, in the field of fruit and vegetable quality inspection, due to their waxy surface, it remains challenging to design an efficient realistic lighting system. This paper suggests a new approach to optimize the illumination of fruit and vegetables based on measurements of the bidirectional reflectance distribution function (BRDF), shape and Stokes parameters. From these measured values, a BRDF model is loaded into ray-tracing software for realistic illumination engineering in order to determine the most suitable illumination scheme. This concept is applied to apples and a cross polarizer (CP) with freeform optics (FO) optical configuration is proposed, which allows the FO to be optimized to maximize uniformity in the field of view of the imager and removes the parallel polarized gloss on the apples. The performance of this CP illumination system was determined experimentally for a set of apples. This cross polarized (CP) illumination system provided a uniformity (U) of 92% and an efficiency (ν) of 90%, while U = 87% and ν = 14% for an ideal dome configuration when illuminating a rectangular target. The simulated imaged apples with assigned optical properties performed better with CP (U=80%) than when using a dome (U=73%) by 7%. Finally, the sensitivity of the design for the light positioning and spectral tolerance are investigated.
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