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玉米籽粒內(nèi)部組分低對(duì)比度透射圖像精確分割研究
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山東省自然科學(xué)基金面上項(xiàng)目(ZR201709180195)、國(guó)家公益性行業(yè)農(nóng)業(yè)科研專項(xiàng)(201303005)和“雙一流”獎(jiǎng)補(bǔ)資金項(xiàng)目(SYL2017XTTD14)


Accurate Segmentation of Low Contrast Transmission Images of Maize Grain Internal Components
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    摘要:

    為解決玉米籽粒透射圖像由于對(duì)比度較低造成內(nèi)部組分提取不精確的問(wèn)題,提出一種基于色彩通道非線性變換的多通道重疊區(qū)域分割方法,對(duì)玉米籽粒圖像在灰度、R通道及b通道下得到的二值圖像使用重疊區(qū)域原理,實(shí)現(xiàn)玉米籽粒組分的精確分割。首先,采集不同玉米品種的籽粒透射圖像,提取單粒玉米籽粒;其次,采用多通道重疊區(qū)域法分割單粒籽粒圖像,得到玉米籽粒胚部、角質(zhì)胚乳和粉質(zhì)胚乳3部分的圖像;最后,以查全率和查準(zhǔn)率評(píng)價(jià)多通道重疊區(qū)域法與傳統(tǒng)圖像分割方法對(duì)不同品種玉米籽粒的分割效果。不同品種玉米籽粒的分割試驗(yàn)表明:多通道重疊區(qū)域分割方法的查全率、查準(zhǔn)率及綜合評(píng)價(jià)指標(biāo)均達(dá)到98%以上,分割效果優(yōu)于傳統(tǒng)的圖像分割方法,能夠?qū)崿F(xiàn)不同品種透明角質(zhì)玉米籽粒透射圖像的精確組分分割。

    Abstract:

    In order to solve the problem of inaccurate extraction of internal components in maize grain transmission image due to low contrast, a multichannel overlapping region segmentation method based on nonlinear transformation of color channel was proposed. The horny endosperm pixel information was obtained from the binary images of gray scale and R channel of maize; and the “farinaceous endosperm+embryo” image was transformed into Lab color space, the farinaceous endosperm image under b channel was extracted; and then the embryo pixel information was obtained from the binary images of R channel and b channel, so as to segment the components of maize grain accurately. Firstly, the transmission images of different maize varieties were collected, and the single grain was extracted. Secondly, the single maize grain images were segmented by the multichannel overlapping region method based on the nonlinear transformation of color channel, and the images of horny endosperm, farinaceous endosperm and embryo of maize grain were obtained. Finally, the recall ratio and the precision ratio were used to evaluate the segmentation effect of multichannel overlapping region method and traditional image segmentation methods on different varieties of maize seeds. The experiments showed that the recall ratio, precision ratio and comprehensive evaluation index of the multichannel overlapping region segmentation method were all over 98%. The segmentation effect was better than that of the traditional segmentation methods. It can realize the accurate segmentation of the transmission images of different varieties maize grain with transparent horny, and provide a scientific basis for the study of the threedimensional distribution of internal components and the mechanism of dry crack formation in maize grains.

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王金星,李玉風(fēng),江浩,張宏建,張春慶,劉雙喜.玉米籽粒內(nèi)部組分低對(duì)比度透射圖像精確分割研究[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2020,51(6):238-247. WANG Jinxing, LI Yufeng, JIANG Hao, ZHANG Hongjian, ZHANG Chunqing, LIU Shuangxi. Accurate Segmentation of Low Contrast Transmission Images of Maize Grain Internal Components[J]. Transactions of the Chinese Society for Agricultural Machinery,2020,51(6):238-247.

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  • 收稿日期:2019-09-04
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  • 在線發(fā)布日期: 2020-06-10
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