• DocumentCode
    691972
  • Title

    The Identification of Powdery Mildew Spores Image Based on the Integration of Intelligent Spore Image Sequence Capture Device

  • Author

    Wang Danping ; Wang Botao ; Yan Yue

  • Author_Institution
    Electron. Inf. & Control Eng., Beijing Univ. of Technol., Beijing, China
  • fYear
    2013
  • fDate
    16-18 Oct. 2013
  • Firstpage
    177
  • Lastpage
    180
  • Abstract
    The integration of intelligent spore image sequence capture device is designed for capturing spores and then generates a series of images. Powdery mildew spore is an extremely harmful bacteria spore in agricultural crops. This paper mainly introduced a new method which could realize the automatic detection of the powdery mildew spores. The new method mainly included pre-processing, image segmentation, feature extraction and identification. Pre-processing included illumination compensation, graying, image enhancement. Image segmentation included binary, image smoothing. Finally identification used BP neural network method. Training pictures used 155 pictures and the correct rate was 95.5%. Testing took 89 pictures, and the correct rate was 63.6%. The result proved the validity and correctness of this method.
  • Keywords
    backpropagation; crops; feature extraction; image colour analysis; image enhancement; image segmentation; image sequences; microorganisms; neural nets; object detection; plant diseases; smoothing methods; BP neural network method; agricultural crops; automatic detection; binary image smoothing; feature extraction; graying; harmful bacteria spore; illumination compensation; image enhancement; image preprocessing; image segmentation; image series; intelligent spore image sequence capture device; powdery mildew spores image identification; Feature extraction; Image enhancement; Image matching; Image segmentation; Image sequences; Lighting; Neural networks; automatic recognition; powdery mildew spores image; the image sequence capture device;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Information Hiding and Multimedia Signal Processing, 2013 Ninth International Conference on
  • Conference_Location
    Beijing
  • Type

    conf

  • DOI
    10.1109/IIH-MSP.2013.53
  • Filename
    6846609