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Using composite sinusoidal patterns in structured-illumination reflectance imaging (SIRI) for enhanced detection of apple bruise

机译:在结构化照明反射率成像(SIRI)中使用复合正弦波模式来增强苹果伤痕的检测

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Structured-illumination reflectance imaging (SIRI) provides a new means for enhanced detection of defects in horticultural products. Implementing the technique relies on retrieving amplitude images by illuminating the object with sinusoidal patterns of single spatial frequencies, which, however, are limited in interrogating the tissues at different depths. This study presented a first exploration of using composite sinusoidal patterns that integrated two and three spatial frequencies of interest, in SIRI for enhanced detection of defects in food (e.g., bruises in apples). Three methods based on Fourier transform were proposed to retrieve amplitude images at different frequencies by using either phase shifting with or without spiral phase transform (SPT) or frequency-domain filtering. The phase-shifting method involves solving a linear system that is composed of multiple phase-shifted pattern images in the Fourier space, and SPT that acts as a two-dimensional quadrature transform operator is used to reduce the images needed for amplitude retrieval; while the filtering-based method directly extracts different frequency components from only one pattern image that are then subjected to SPT processing. The three methods were tested for dual-frequency and triple-frequency patterns through numerical simulations and experiments on the detection of fresh bruises in apples by SIRI. The phase-shifting methods showed good performance in terms of small demodulation errors and strong image contrast for bruise detection; the filtering-based method, although viable in numerical simulation, needed improvement due to the worst practical performance. In addition, more frequency components introduced in the pattern would deteriorate the performance of these methods, and grid composite patterns were superior over the fringe ones due to reduced interactions between different frequency components. (C) 2016 Elsevier Ltd. All rights reserved.
机译:结构照明反射成像(SIRI)提供了一种新的手段来增强对园艺产品中缺陷的检测。实施该技术依赖于通过使用单个空间频率的正弦曲线图案照亮对象来检索振幅图像,但是,在询问不同深度的组织时,这种模式受到了限制。这项研究首次探索了使用SIRI中整合了两个和三个感兴趣的空间频率的复合正弦波模式来增强对食品中缺陷的检测(例如苹果瘀伤)。提出了三种基于傅立叶变换的方法,通过使用带或不带螺旋相位变换(SPT)的相移或频域滤波来检索不同频率的振幅图像。相移方法涉及求解线性系统,该线性系统由傅立叶空间中的多个相移图案图像组成,并且使用用作二维正交变换算子的SPT来减少幅度检索所需的图像。基于滤波的方法仅从一个图案图像中直接提取不同的频率分量,然后对其进行SPT处理。通过数值模拟和SIRI检测苹果中新鲜瘀伤的实验,对这三种方法的双频和三频模式进行了测试。移相方法在解调误差小和用于挫伤检测的图像对比度强方面表现出良好的性能。基于滤波的方法尽管在数值模拟中可行,但由于实际性能最差而需要改进。另外,在模式中引入更多的频率分量会降低这些方法的性能,并且由于减少了不同频率分量之间的相互作用,所以网格复合模式优于边缘模式。 (C)2016 Elsevier Ltd.保留所有权利。

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