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A new method for characterization of coronary plaque composition via ivus images

  • Arash Taki*
  • , Alireza Roodaki
  • , Olivier Pauly
  • , S. K. Setarehdan
  • , Gozde Unal
  • , Nassir Navab
  • *Bu çalışma için yazışmadan sorumlu yazar
  • Technical University of Munich
  • Department of Signal Processing and Electronic Systems
  • University of Tehran
  • Sabanci University

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde BölümKonferans katkısıbilirkişi

10 Atıf (Scopus)

Özet

IVUS-derived virtual histology (VH) permits the assessment of atherosclerotic plaque morphology by using radiofrequency analysis of ultrasound signals. However, it requires the acquisition to be ECG-gated, which is a major limitation of VH. Indeed, its computation can only be performed once per cardiac cycle, which significantly decreases the longitudinal resolution of VH. To overcome this limitation, the introduction of an image-based plaque characterization is of great importance. Current IVUS image processing techniques do not allow adequate identification of the coronary artery plaques. This can be improved by defining appropriate features for the different kinds of plaques. In this paper, a novel feature extraction method based on Run-length algorithm is presented and used for improving the automated characterization of the plaques within the IVUS images. The proposed feature extraction method is applied to 200 IVUS images obtained from five patients. As a result an accuracy rate of 77% was achieved. Comparing this to the accuracy rates of 75% and 71% obtained using co-occurrence and local binary pattern methods respectively indicates the superior performance of the proposed feature extraction method.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığıProceedings - 2009 IEEE International Symposium on Biomedical Imaging
Ana bilgisayar yayını alt yazısıFrom Nano to Macro, ISBI 2009
YayınlayanIEEE Computer Society
Sayfalar787-790
Sayfa sayısı4
ISBN (Basılı)9781424439324
DOI'lar
Yayın durumuYayınlandı - 2009
Harici olarak yayınlandıEvet
Etkinlik6th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2009 - Boston, MA, United States
Süre: 28 Haz 20091 Tem 2009

Yayın serisi

AdıProceedings - 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2009

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???event.eventtypes.event.conference???6th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2009
Ülke/BölgeUnited States
ŞehirBoston, MA
Periyot28/06/091/07/09

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