• DocumentCode
    3419190
  • Title

    Object labeling method using uncertainty measurement

  • Author

    Barna, Cornel

  • Author_Institution
    Aurel Vlaicu Univ. of Arad, Arad, Romania
  • fYear
    2009
  • fDate
    July 29 2009-Aug. 1 2009
  • Firstpage
    225
  • Lastpage
    228
  • Abstract
    In the article is presented a new method of object labeling, based on the uncertainty measurement of a fuzzy similarity. The labeling is performed on objects detected in a scene, based on information provided by a set of different sensors. First is computed the fuzzy similarity between the detected object and a rough set of possible prototypes, followed by a measurement of the uncertainty induced by the observation. For all these results obtained from each sensor, is computed the global uncertainty corresponding to the most likely label. If we have a time stream observations about the scene and the objects or the sensor system is moving, it can be improve the labeling process by suppressing the inconsistent observations and making new labeling determinations. In this last process are used different prototypes, corresponding to different observation distances and positions. Also, from this observations performed in a time frame, it can be analyzed the uncertainty variation, determined by the switch from one prototype to another.
  • Keywords
    fuzzy set theory; image sensors; object detection; rough set theory; uncertain systems; fuzzy similarity; inconsistent observation suppression; object detection; object labeling method; rough set; sensor system; uncertainty measurement; Fuzzy sets; Labeling; Layout; Measurement uncertainty; Object detection; Performance analysis; Prototypes; Rough sets; Sensor phenomena and characterization; Switches;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Soft Computing Applications, 2009. SOFA '09. 3rd International Workshop on
  • Conference_Location
    Arad
  • Print_ISBN
    978-1-4244-5054-1
  • Electronic_ISBN
    978-1-4244-5056-5
  • Type

    conf

  • DOI
    10.1109/SOFA.2009.5254846
  • Filename
    5254846