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Detection of Fresh Bruises in Apples by Structured-Illumination Reflectance Imaging

机译:结构照明反射成像技术检测苹果中的新鲜瘀伤

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Detection of fresh bruises in apples remains a challenging task due to the absence of visual symptoms and significant chemical alterations of fruit tissues during the initial stage after the fruit have been bruised. This paper reports on a new structured-illumination reflectance imaging (SIRI) technique for enhanced detection of fresh bruises in apples. Using a digital light projector engine, sinusoidally-modulated illumination at the spatial frequencies of 50, 100, 150 and 200 cycles/m was generated. A digital camera was then used to capture the reflectance images from 'Gala' and 'Jonagold' apples, immediately after they had been subjected to two levels of bruising by impact tests. A conventional three-phase demodulation (TPD) scheme was applied to the acquired images for obtaining the planar (direct component or DC) and amplitude (alternating component or AC) images. Bruises were identified in the amplitude images with varying image contrasts, depending on spatial frequency. The bruise visibility was further enhanced through post-processing of the amplitude images. Furthermore, three spiral phase transform (SPT)-based demodulation methods, using single and two images and two phase-shifted images, were proposed for obtaining AC images. Results showed that the demodulation methods greatly enhanced the contrast and spatial resolution of the AC images, making it feasible to detect the fresh bruises that, otherwise, could not be achieved by conventional imaging technique with planar or uniform illumination. The effectiveness of image enhancement, however, varied with spatial frequency. Both 2-image and 2-phase SPT methods achieved the performance similar to that by conventional TPD. SIRI technique has demonstrated the capability of detecting fresh bruises in apples, and it has the potential as a new imaging modality for enhancing food quality and safety detection.
机译:由于没有视觉症状,并且在水果被挫伤后的初始阶段,水果组织的化学变化不明显,因此检测苹果中的新鲜挫伤仍然是一项艰巨的任务。本文报告了一种新的结构化照明反射成像(SIRI)技术,用于增强对苹果中新鲜青紫的检测。使用数字投影仪引擎,以50、100、150和200个循环/ m的空间频率生成正弦调制照明。然后,在通过冲击试验对苹果进行了两个级别的擦伤之后,立即使用数码相机捕获来自“嘎拉”和“乔纳金”苹果的反射图像。将常规的三相解调(TPD)方案应用于所获取的图像,以获得平面(直接分量或DC)和幅度(交替分量或AC)图像。视空间频率而定,在振幅图像中会发现具有不同图像对比度的瘀伤。通过对振幅图像进行后处理,进一步提高了瘀伤可见度。此外,提出了三种基于单相和两幅图像以及两幅相移图像的基于螺旋相位变换(SPT)的解调方法,以获得交流图像。结果表明,解调方法大大提高了交流图像的对比度和空间分辨率,使检测新鲜的瘀伤成为可能,否则传统的平面或均匀照明成像技术将无法实现。但是,图像增强的效果随空间频率而变化。 2图像和2相SPT方法都达到了与传统TPD相似的性能。 SIRI技术已经证明了检测苹果中新鲜瘀伤的能力,并且它具有作为提高食品质量和安全性检测的新成像方式的潜力。

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