کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4559194 1628396 2016 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Real-time pixel based early apple bruise detection using short wave infrared hyperspectral imaging in combination with calibration and glare correction techniques
ترجمه فارسی عنوان
تشخیص زودرس سیب زودهنگام مبتنی بر پیکسل با استفاده از تصویربرداری هیپراسکوپتر مادون قرمز همراه با روشهای اصلاح کالیبراسیون و براق
موضوعات مرتبط
علوم زیستی و بیوفناوری علوم کشاورزی و بیولوژیک دانش تغذیه
چکیده انگلیسی


• Cheap and compact optimally uniform short wave infrared illumination system for curved samples.
• Full-spectrum pixel based real-time hyperspectral bruise detection.
• Novel glare correction techniques applied to fruit quality inspection.

High speed data processing for online food quality inspection using hyperspectral imaging (HSI) is challenging as over hundred spectral images have to be analyzed simultaneously. In this study, a real-time pixel based early apple bruise detection system based on HSI in the shortwave infrared (SWIR) range has been developed. This systems consists of a novel, homogeneous SWIR illumination unit and a line scan camera. The system performance was tested on Jonagold apples bruised less than two hours before scanning. Partial least squares-discriminant analysis was used to discriminate bruised pixel spectra from sound pixel spectra. As the glossiness of many fruit and vegetables limits the accuracy in the detection of defects, several reflectance calibrations and pre-processing techniques were compared for glare correction and maximizing the signal to noise ratio. With the best combination of first derivative and mean centering, followed by image post-processing, this system was able to detect fresh bruises in thirty apples with 98% accuracy at the pixel level with a processing time per apple below 200 ms.

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ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Food Control - Volume 66, August 2016, Pages 215–226
نویسندگان
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