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基于編碼點(diǎn)陣結(jié)構(gòu)光的蘋果果梗/花萼在線識(shí)別
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國(guó)家自然科學(xué)基金資助項(xiàng)目(31301236)


On-line Identification of Apple Stem-end/Calyx Based on Coded Spot-array Structured Light
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    摘要:

    為解決蘋果機(jī)器視覺自動(dòng)分級(jí)時(shí)果梗/花萼識(shí)別的難題,,提出一種基于位置變化的點(diǎn)陣結(jié)構(gòu)光編碼方法,,并用于蘋果果梗/花萼的在線檢測(cè),。通過分析投射在物體和參考平面上光斑的成像規(guī)律,,提出將光斑的位置變化作為編碼基元,;在二元域中,,利用編碼基元生成M陣列,,將其作為近紅外點(diǎn)陣結(jié)構(gòu)光的編碼模式,;通過分析匹配后的差值矩陣,,識(shí)別果梗/花萼的位置,。在線實(shí)驗(yàn)結(jié)果表明:該方法可以有效地實(shí)現(xiàn)果梗/花萼的在線識(shí)別,在滿足實(shí)時(shí)性要求前提下,,平均識(shí)別正確率可達(dá)到93.17%,。

    Abstract:

    Automatic detection of apple defects using a computer vision system is difficult due to the similarity between stem-end/calyx and true defects. Identification of stem-end/calyx is always a challenging project in automatic apple grading. This paper presents an encoding method based on position change for spot-array structured light, and the proposed method was used in distinguishing defects from stem-end/calyx of apple images in real time. By analyzing imaging process of the spots projected onto the object surface and reference plane, the position change of spot was chosen as coded primitive. Over the field of two elements, the M-array was generated by using the primitives, and was used as the coded pattern of near-infrared(NIR) spot-array structured light. Analysis of difference matrix made it possible to identify the location of stem-end/calyx regions after matching. The on-line experimental results demonstrated that the proposed method could realize the detection of stem-end/calyx efficiently, and achieve an average of 93.17% recognition accuracy with real-time performance. The results indicated that the proposed method was effective in identification of apple stem-end/calyx.

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張 馳,陳立平,黃文倩,郭志明,王慶艷.基于編碼點(diǎn)陣結(jié)構(gòu)光的蘋果果梗/花萼在線識(shí)別[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2015,46(7):1-9. Zhang Chi, Chen Liping, Huang Wenqian, Guo Zhiming, Wang Qingyan. On-line Identification of Apple Stem-end/Calyx Based on Coded Spot-array Structured Light[J]. Transactions of the Chinese Society for Agricultural Machinery,2015,46(7):1-9.

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  • 收稿日期:2014-09-23
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  • 在線發(fā)布日期: 2015-07-10
  • 出版日期: 2015-07-10
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