基于近红外相机成像和阈值分割的苹果早期损伤检测
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国家自然科学基金项目(31772064)


Early Bruises Detection Method of Apple Surface Based on Near Infrared Camera Imaging Technology and Image Threshold Segmentation Method
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    摘要:

    为了解决苹果表面早期损伤难以检测的问题,提出了一种基于近红外相机成像技术和图像阈值分割方法的苹果表面早期损伤检测方法。使用T2SL近红外相机采集苹果样本近红外图像,通过最大类间方差法对近红外图像进行背景分割,基于图像的灰度直方图进行无损和有损区域分割阈值的设定,并结合形态学处理提取苹果样本的损伤区域。该方法对无表面损伤苹果样本的判别准确率是88%,对即时损伤后样本的判别准确率是90%,对损伤后30min样本的判别准确率达到96%。基于近红外相机成像和阈值分割的苹果早期损伤检测不需要建模学习,类似一种无监督判别分析方法,研究结果表明,利用该方法进行苹果表面早期损伤检测是可行的。

    Abstract:

    In order to solve the problem that it is difficult to detect the early bruises of apple surface, an early bruises detection method of apple surface based on near infrared camera imaging technology and image threshold segmentation method was proposed. The near infrared image of apple samples was collected by T2SL near infrared camera, which had absolute advantages in the near infrared band imaging compared with other types of camera. The background of the near infrared image was segmented by Otsu method. The threshold of sound and bruise region segmentation was set based on the gray histogram of the image, and the bruise region of apple samples was extracted by morphological processing. The accuracy of the method was 88% for the sound samples, 90% for the samples after bruise, and 96% for the samples after 30 minutes of bruise. The early bruises detection of apple surface based on near infrared camera imaging and threshold segmentation did not need modeling learning, which was similar to an unsupervised discriminant analysis method. The results showed that the method was feasible for early bruises detection of apple surface, it can not only detect the early bruises of apple surface, but also can directly outline the location of the surface bruises, which can provide a fast and efficient method for real-time online detection of apple surface bruises.

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邵志明,王怀彬,董志城,原育慧,李军会,赵龙莲.基于近红外相机成像和阈值分割的苹果早期损伤检测[J].农业机械学报,2021,52(S0):134-139. SHAO Zhiming, WANG Huaibin, DONG Zhicheng, YUAN Yuhui, LI Junhui, ZHAO Longlian. Early Bruises Detection Method of Apple Surface Based on Near Infrared Camera Imaging Technology and Image Threshold Segmentation Method[J]. Transactions of the Chinese Society for Agricultural Machinery,2021,52(S0):134-139.

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  • 收稿日期:2021-07-01
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  • 在线发布日期: 2021-11-10
  • 出版日期: 2021-12-10
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