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Inteligentny system identyfikacji raka piersi by Helwan, Abdulkader

Inteligentny system identyfikacji raka piersi

by Abdulkader Helwan , Rahib Abiyev
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Book cover type: Paperback
  • ISBN13: 9786209136511
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Wydawnictwo Nasza Wiedza
  • Publisher Imprint: Wydawnictwo Nasza Wiedza
  • Publication Date:
  • Pages: 64
  • Original Price: GBP 47.76
  • Language: Polish
  • Edition: N/A
  • Item Weight: 100 grams
  • BISAC Subject(s): General

Celem niniejszej książki jest opracowanie inteligentnego systemu identyfikacji raka piersi (ICBIS) opartego na technikach przetwarzania obrazu i klasyfikatorze sieci neuronowej. W ostatnim czasie wielu badaczy opracowalo systemy rozpoznawania obraz�w slużące do klasyfikacji nowotwor�w piersi przy użyciu r�żnych technik przetwarzania obraz�w i klasyfikacji. Wyzwaniem jest wydobycie rzeczywistych cech, kt�re odr�żniają nowotwory lagodne od zlośliwych. Klasyfikacja obraz�w raka piersi zostala przeprowadzona przy użyciu charakterystyki ksztaltu i tekstury obraz�w. Asymetria, okrąglośc, poziomy intensywności i inne cechy są dokladnymi cechami ksztaltu i tekstury, kt�re odr�żniają dwa rodzaje nowotwor�w piersi. Techniki przetwarzania obraz�w są wykorzystywane w celu wykrycia guza i wyodrębnienia obszaru zainteresowania z mammografii. W celu wykrycia obraz�w przeprowadzono następujące operacje przetwarzania danych: progowanie, filtrowanie i dostosowywanie, wykrywanie krawędzi Canny'ego oraz niekt�re operacje morfologiczne. Następnie wyodrębniono cechy ksztaltu i tekstury za pomocą algorytmu GLCM (Gray-Level Co-Occurrence Matrix) w celu dokladnej klasyfikacji mammografii na guzy normalne, lagodne i zlośliwe.

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