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Image Outlier filtering (IOF) : A Machine learning based DWT optimization Approach

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اقرأ أكثر حفظ في قائمتي
  • المؤلفون: Dr. R.Sunitha; Yugandhar Dasari
  • المصدر:
    Global Journal of Computer Science and Technology; Vol. 12 No. F14 (2012): GJCST-F Graphics and Vision: Volume 12 Issue F14; 1-9 ; 0975-4172 ; 0975-4350
  • الموضوع:
    Machine; regression; hybrid
  • نوع التسجيلة:
    article in journal/newspaper
  • اللغة:
    English
  • معلومة اضافية
    • بيانات النشر:
      Global Journals Inc. (US)
    • الموضوع:
      2012
    • Collection:
      Global Journal of Computer Science and Technology (GJCST)
    • نبذة مختصرة :
      In this paper an image outlier technique, which is a hybrid model called SVM regression based DWT optimization have been introduced. Outlier filtering of RGB image is using the DWT model such as Optimal-HAAR wavelet changeover (OHC), which optimized by the Least Square Support Vector Machine (LS-SVM) . The LS-SVM regression predicts hyper coefficients obtained by using QPSO model. The mathematical models are discussed in brief in this paper: (i) OHC which results in better performance and reduces the complexity resulting in (Optimized FHT). (ii) QPSO by replacing the least good particle with the new best obtained particle resulting in 201C;Optimized Least Significant Particle based QPSO201D; (OLSP-QPSO). On comparing the proposed cross model of optimizing DWT by LS-SVM to perform oulier filtering with linear and nonlinear noise removal standards.
    • File Description:
      application/pdf; application/zip; text/xml; text/html; application/epub+zip; text/plain; text/x-tex
    • Relation:
      https://computerresearch.org/index.php/computer/article/view/100552/4907; https://computerresearch.org/index.php/computer/article/view/100552/2-Implementation-of-Embedding-and-Extracting_TEI_xml_zip; https://computerresearch.org/index.php/computer/article/view/100552/2-Implementation-of-Embedding-and-Extracting_JATS_NLM_xml; https://computerresearch.org/index.php/computer/article/view/100552/2-Implementation-of-Embedding-and-Extracting_html; https://computerresearch.org/index.php/computer/article/view/100552/2-Implementation-of-Embedding-and-Extracting_dbk_xml_zip; https://computerresearch.org/index.php/computer/article/view/100552/2-Implementation-of-Embedding-and-Extracting_LaTeX_pdf; https://computerresearch.org/index.php/computer/article/view/100552/2-Implementation-of-Embedding-and-Extracting_epub; https://computerresearch.org/index.php/computer/article/view/100552/2-Implementation-of-Embedding-and-Extracting_md; https://computerresearch.org/index.php/computer/article/view/100552/2-Implementation-of-Embedding-and-Extracting_fo; https://computerresearch.org/index.php/computer/article/view/100552/2-Implementation-of-Embedding-and-Extracting_bib; https://computerresearch.org/index.php/computer/article/view/100552/2-Implementation-of-Embedding-and-Extracting_tex; https://computerresearch.org/index.php/computer/article/view/100552
    • الدخول الالكتروني :
      https://computerresearch.org/index.php/computer/article/view/100552
    • Rights:
      Copyright (c) 2012 Authors and Global Journals Private Limited ; http://creativecommons.org/licenses/by/4.0/
    • الرقم المعرف:
      edsbas.A4CD89DF