Automatic recognition of flowers through color and edge based contour detection

Soon Won Hong, Lynn Choi

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    18 Citations (Scopus)

    Abstract

    Unlike simple images processed by the existing image-based search engines, flowers have wider and more irregular range of shapes and patterns. In this paper we present an automatic recognition system of flowers for smartphone users. After a user transmits a flower image to the server, the image processing and searching is performed only by the server, eliminating the user interaction from the recognition process. The server detects the contour of a flower image by using both color-based and edge-based contour detection. Then, we classify its color groups and contour shapes by using k-means clustering and history matching. After comparing the input image with the reference images stored on the server, the server sends the most similar image to the user. We also address the image recognition failure issue caused by the light and the camera angle by partial recognition and image recovery. We have obtained the success rate of 94.8 % for 500 images from 100 species.

    Original languageEnglish
    Title of host publication2012 3rd International Conference on Image Processing Theory, Tools and Applications, IPTA 2012
    Pages141-146
    Number of pages6
    DOIs
    Publication statusPublished - 2012
    Event2012 3rd International Conference on Image Processing Theory, Tools and Applications, IPTA 2012 - Istanbul, Turkey
    Duration: 2012 Oct 152012 Oct 18

    Publication series

    Name2012 3rd International Conference on Image Processing Theory, Tools and Applications, IPTA 2012

    Other

    Other2012 3rd International Conference on Image Processing Theory, Tools and Applications, IPTA 2012
    Country/TerritoryTurkey
    CityIstanbul
    Period12/10/1512/10/18

    Keywords

    • contour detection
    • flower recognition
    • histogram matching
    • search engines
    • smartphones

    ASJC Scopus subject areas

    • Computer Science Applications
    • Computer Vision and Pattern Recognition

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