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基于圖像處理技術(shù)的大田麥穗計(jì)數(shù)
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國(guó)家自然科學(xué)基金資助項(xiàng)目(31171480),、“十二五”國(guó)家科技支撐計(jì)劃資助項(xiàng)目(2012BAD04B08)和江蘇高校優(yōu)勢(shì)學(xué)科建設(shè)工程資助項(xiàng)目(2011-05)


In-field Wheatear Counting Based on Image Processing Technology
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    摘要:

    為了實(shí)現(xiàn)不同播種方式下單位面積小麥穗數(shù)的智能計(jì)算,,設(shè)計(jì)了一種利用圖像分析技術(shù)實(shí)現(xiàn)大田麥穗快速計(jì)數(shù)的方法,,分析了利用顏色特征和紋理特征分割麥穗的優(yōu)缺點(diǎn)和粘連區(qū)域麥穗個(gè)數(shù)的計(jì)算方法,。通過(guò)對(duì)撒播和條播各35幅樣本圖像進(jìn)行計(jì)數(shù)實(shí)驗(yàn),,準(zhǔn)確率分別為95.77%和96.89%,。結(jié)果表明,,利用顏色特征和紋理特征均可提取大田環(huán)境下麥穗圖像,,其中利用顏色特征提取速度快,。麥穗骨架角點(diǎn)個(gè)數(shù)能夠反映粘連區(qū)域麥穗個(gè)數(shù),在條播和撒播小麥田中計(jì)數(shù)準(zhǔn)確率均較高,。

    Abstract:

    The number of wheatears in each square meter is a main parameter of grain production estimate. In order to intelligently calculate the number of wheatears in certain parts, a in-field wheatear counting method based on image analysis technique was designed. Firstly, several color features such as normalized difference index were analyzed to get suitable features, which were used to extract wheatear from original image. Secondly, a comparison of the five texture features (energy, contrast, homogeneity, entropy and relation) was performed and the appropriate features were selected to segment wheat images. Finally, the number of ears was calculated. In this step, erosion and dilation operations in binary mathematical morphology were performed so as to clear impurities and awns. Hole filling algorithm and thinning algorithm were used to get unbroken wheatear and its skeleton. Corner detection algorithm was selected to get the corners of skeleton with the purpose of estimating the wheatear number of connected region. The advantages and disadvantages of the color segmentation and texture segmentation were deeply analyzed. Twenty images with 71×92 pixels were used to evaluate the run-time of color segmentation and texture segmentation. The former took 16.97 ms and the latter took 17.76 s. To validate the effectiveness of the designed method, 35 drilling wheat images and 35 broadcasting wheat images were tested, and the average counting accuracy data for drilling wheat and broadcasting wheat were 95.77% and 96.89%, respectively.The experimental results showed that the color feature and the texture feature could be used to extract wheatear from original wheat image, and the color segmentation was faster than texture segmentation but less environmental adaptability. The corners of skeleton had close relationship with the number of wheatears in connected region.

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劉 濤,孫成明,王力堅(jiān),仲曉春,朱新開(kāi),郭文善.基于圖像處理技術(shù)的大田麥穗計(jì)數(shù)[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2014,45(2):282-290. Liu Tao, Sun Chengming, Wang Lijian, Zhong Xiaochun, Zhu Xinkai, Guo Wenshan. In-field Wheatear Counting Based on Image Processing Technology[J]. Transactions of the Chinese Society for Agricultural Machinery,2014,45(2):282-290.

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  • 收稿日期:2013-09-28
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  • 在線發(fā)布日期: 2014-02-10
  • 出版日期: 2014-02-10
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