ISSN 2394-5125
 

Research Article 


CREATION OF SYNTHETIC DATASET USING MACHINE LEARNING TECHNIQUES FOR HAZE CLASSIFICATION

Chaithanya.M, Nikitha, Nithisha, Swathi.Y.

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  • Abstract
    Natural and anthropogenic aerosols available in the atmosphere is specified using the haze. The major issue with this representation is the clarity of image. Hence, Haze removal holds numerous practical use cases in latest technology areas. Machine learning based Haze Removal methods needs a large and reliable training database. Now the machine learning engineers and scientists are presently availing the synthetic database due to the difficulty of real database acquirement. For introducing the synthetic haze into the clear images, researches assume that the depth map is drawn from the standard uniform distribution. In this paper, a novel approach for preparing synthetic database and for classifying the haze is presented in which the proposed equidistribution is employed instead of standard uniform distribution.

    Key words: machine learning, haze removal, training database, uniform distribution


     
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    How to Cite this Article
    Pubmed Style

    , Nikitha , Nithisha , Swathi.Y . CREATION OF SYNTHETIC DATASET USING MACHINE LEARNING TECHNIQUES FOR HAZE CLASSIFICATION. JCR. 2020; 7(19): 3895-3901. doi:10.31838/jcr.07.19.501


    Web Style

    , Nikitha , Nithisha , Swathi.Y . CREATION OF SYNTHETIC DATASET USING MACHINE LEARNING TECHNIQUES FOR HAZE CLASSIFICATION. http://www.jcreview.com/?mno=126421 [Access: September 15, 2020]. doi:10.31838/jcr.07.19.501


    AMA (American Medical Association) Style

    , Nikitha , Nithisha , Swathi.Y . CREATION OF SYNTHETIC DATASET USING MACHINE LEARNING TECHNIQUES FOR HAZE CLASSIFICATION. JCR. 2020; 7(19): 3895-3901. doi:10.31838/jcr.07.19.501



    Vancouver/ICMJE Style

    , Nikitha , Nithisha , Swathi.Y . CREATION OF SYNTHETIC DATASET USING MACHINE LEARNING TECHNIQUES FOR HAZE CLASSIFICATION. JCR. (2020), [cited September 15, 2020]; 7(19): 3895-3901. doi:10.31838/jcr.07.19.501



    Harvard Style

    , Nikitha, ., Nithisha, . & Swathi.Y, . (2020) CREATION OF SYNTHETIC DATASET USING MACHINE LEARNING TECHNIQUES FOR HAZE CLASSIFICATION. JCR, 7 (19), 3895-3901. doi:10.31838/jcr.07.19.501



    Turabian Style

    , Nikitha, Nithisha, and Swathi.Y. 2020. CREATION OF SYNTHETIC DATASET USING MACHINE LEARNING TECHNIQUES FOR HAZE CLASSIFICATION. Journal of Critical Reviews, 7 (19), 3895-3901. doi:10.31838/jcr.07.19.501



    Chicago Style

    , Nikitha, Nithisha, and Swathi.Y. "CREATION OF SYNTHETIC DATASET USING MACHINE LEARNING TECHNIQUES FOR HAZE CLASSIFICATION." Journal of Critical Reviews 7 (2020), 3895-3901. doi:10.31838/jcr.07.19.501



    MLA (The Modern Language Association) Style

    , Nikitha, Nithisha, and Swathi.Y. "CREATION OF SYNTHETIC DATASET USING MACHINE LEARNING TECHNIQUES FOR HAZE CLASSIFICATION." Journal of Critical Reviews 7.19 (2020), 3895-3901. Print. doi:10.31838/jcr.07.19.501



    APA (American Psychological Association) Style

    , Nikitha, ., Nithisha, . & Swathi.Y, . (2020) CREATION OF SYNTHETIC DATASET USING MACHINE LEARNING TECHNIQUES FOR HAZE CLASSIFICATION. Journal of Critical Reviews, 7 (19), 3895-3901. doi:10.31838/jcr.07.19.501