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Sensory quality evaluation for appearance of needle-shaped green tea based on computer vision and nonlinear tools

机译:基于计算机视觉和非线性工具的针状绿茶外观感官质量评价

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摘要

Tea is one of the three greatest beverages in the world. In China, green tea has the largest consumption, and needle-shaped green tea, such as Maofeng tea and Sparrow Tongue tea, accounts for more than 40% of green tea (Zhu et al., ). The appearance of green tea is one of the important indexes during the evaluation of green tea quality. Especially in market transactions, the price of tea is usually determined by its appearance (Zhou et al., ). Human sensory evaluation is usually conducted by experts, and is also easily affected by various factors such as light, experience, psychological and visual factors. In the meantime, people may distinguish the slight differences between similar colors or textures, but the specific levels of the tea are hard to determine (Chen et al., ). As human description of color and texture is qualitative, it is hard to evaluate the sensory quality accurately, in a standard manner, and objectively. Color is an important visual property of a computer image (Xie et al., ; Khulal et al., ); texture is a visual performance of image grayscale and color changing with spatial positions, which can be used to describe the roughness and directivity of the surface of an object (Sanaeifar et al., ). There are already researchers who have used computer visual image technologies to identify the varieties, levels, and origins of tea (Chen et al., ; Xie et al., ; Zhu et al., ). Most of their research targets are crush, tear, and curl (CTC) red (green) broken tea, curly green tea (Bilochun tea), and flat-typed green tea (West Lake Dragon-well green tea) as the information sources. However, the target of the above research is to establish a qualitative evaluation method on tea quality (Fu et al., ). There is little literature on the sensory evaluation of the appearance quality of needle-shaped green tea, especially research on a quantitative evaluation model (Zhou et al., ; Zhu et al., ).
机译:茶是世界三大饮料之一。在中国,绿茶的消费量最大,针状绿茶(如毛峰茶和麻雀舌茶)占绿茶的40%以上(Zhu等人,)。绿茶的外观是评价绿茶质量的重要指标之一。特别是在市场交易中,茶的价格通常取决于其外观(Zhou等,)。人体感官评估通常由专家进行,并且也容易受到光线,经验,心理和视觉因素等多种因素的影响。同时,人们可能会区分相似颜色或质地之间的细微差别,但很难确定茶的具体含量(Chen等,)。由于人类对颜色和纹理的描述是定性的,因此很难以标准方式和客观地准确评估感官质量。颜色是计算机图像的重要视觉属性(Xie等人; Khulal等人);纹理是图像灰度和颜色随空间位置变化的视觉表现,可用于描述物体表面的粗糙度和方向性(Sanaeifar等人)。已经有研究人员使用计算机视觉图像技术来识别茶的品种,含量和来源(Chen等,Xie等,Zhu等)。他们的大多数研究目标是压碎,撕裂和卷曲(CTC)红色(绿色)破碎茶,卷曲绿茶(比洛克春茶)和扁平型绿茶(西湖龙井绿茶)作为信息来源。然而,上述研究的目的是建立对茶叶质量的定性评估方法(Fu等,)。关于针状绿茶外观质量的感官评价的文献很少,特别是关于定量评价模型的研究(Zhou等,; Zhu等,)。

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