Effect of bilinear interpolation on the texture analysis of colonoscopy images Kolonoskopi göröntölerinde bilineer interpolasyonun tekstör analizine etkisi


Kacmaz R. N., YILMAZ B.

2017 Medical Technologies National Conference, TIPTEKNO 2017, Trabzon, Türkiye, 12 - 14 Ekim 2017, cilt.2017-January, ss.1-4 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası: 2017-January
  • Doi Numarası: 10.1109/tiptekno.2017.8238083
  • Basıldığı Şehir: Trabzon
  • Basıldığı Ülke: Türkiye
  • Sayfa Sayıları: ss.1-4
  • Anahtar Kelimeler: colonoscopy, image processing, interpolation, texture analysis
  • Erciyes Üniversitesi Adresli: Hayır

Özet

© 2017 IEEE.Interpolation is a method that is used to obtain unknown intensities with the help of known intensities on an image. This method is frequently used in the literature to eliminate light reflection on colonoscopy images. Texture features are the most important characteristics used to describe the region or objects of interest in the image. They are the measures of intensity variation of a surface that determine properties such as smoothness, roughness, and regularity. The aim of this study is to find out the how bilinear interpolation applied on colonoscopy images with reflection impact texture features obtained from the same images. A research carried out to make reasonable comparison between a texture feature from an image with no reflection and the same feature obtained from the same image with synthetically added reflections with various percentages. Using the approaches like gray level co-occurence matrix (GLCM), gray level run length matrix (GLRLM), neighborhood gray tone difference matrix (NGTDM) 126 features were extracted from each 32×32 sub-images coming from 610 colonoscopy images. Several of the features extracted from sub-images with no reflection and reflection were not statistically significantly different, while majority of them were affected from the reflections.