Yerel olmayan ortalama ve toplam deǧişim kullanilarak imge gürültü temizleme

Metin Ertas, Aydin Akan, Isa Yildirim, Mustafa Kamasak

Araştırma sonucu: ???type-name???Konferans katkısıbilirkişi

7 Atıf (Scopus)

Özet

Recently, medical modalities such as low dose CT, MRI and tomosynthesis have focused on generating noise-free images by using fewer measurements. However acquiring or using less data to reconstruct an image increases the noise level in the image. Thus, image denoising has been one of the most active research areas due to the noise existence in most medical imaging modalities. Due to its virtue of edge preserving, Total Variation (TV) has been actively used in medical imaging. Non-Local Means has recently been proposed as a filtering to suppress the Gaussian noise and preserve fine details in the image. In this study, the total variation (TV) minimization, is combined with Non-Local Means (NLM) filtering to increase the noise reduction. Visual and numerical results show that an important improvement in image denoising has been achieved in the sense of Structure Similarity (SSIM) and RMSE. The optimum NLM filtering parameters selection has also been studied to increase the performance the proposed method.

Tercüme edilen katkı başlığıImage denoising by using non-local means and Total Variation
Orijinal dilTürkçe
Ana bilgisayar yayını başlığı2014 22nd Signal Processing and Communications Applications Conference, SIU 2014 - Proceedings
YayınlayanIEEE Computer Society
Sayfalar2122-2125
Sayfa sayısı4
ISBN (Basılı)9781479948741
DOI'lar
Yayın durumuYayınlandı - 2014
Etkinlik2014 22nd Signal Processing and Communications Applications Conference, SIU 2014 - Trabzon, Turkey
Süre: 23 Nis 201425 Nis 2014

Yayın serisi

Adı2014 22nd Signal Processing and Communications Applications Conference, SIU 2014 - Proceedings

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???event.eventtypes.event.conference???2014 22nd Signal Processing and Communications Applications Conference, SIU 2014
Ülke/BölgeTurkey
ŞehirTrabzon
Periyot23/04/1425/04/14

Keywords

  • denoising
  • Image processing
  • non-Local Means
  • total variation

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