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  • Grigorios-Aris, Cheimariotis, et al. (author)
  • Automatic segmentation of lungs in SPECT images using active shape model trained by meshes delineated in CT images
  • 2016
  • In: 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2016. - 9781457702204 ; 2016-October, s. 1280-1283
  • Conference paper (peer-reviewed)abstract
    • This paper presents a fully automated method for segmentation of 3D SPECT ventilation and perfusion images. It relies on statistical information on lung shape derived by CT manual segmentation and its main processing steps are: shape model extraction, binary segmentation, positioning of mean shape in SPECT images and iterative shape adaptation based on intensity profiles and on what is considered 'plausible' lung shape. The Active Shape Model is used to generate accurate anatomic results in SPECT images with functional information and thus unclear borders, especially in the case of pathologies. The method was compared against ground truth manual segmentation on CT images, using volumetric, difference dice coefficient, sensitivity and precision.
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Type of publication
conference paper (1)
Type of content
peer-reviewed (1)
Author/Editor
Jögi, Jonas (1)
Al-Mashat, Mariam (1)
Bajc, Marika (1)
Heiberg, Einar (1)
Grigorios-Aris, Chei ... (1)
Kostas, Haris (1)
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Anthony, Aletras H. (1)
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University
Lund University (1)
Language
English (1)
Research subject (UKÄ/SCB)
Medical and Health Sciences (1)
Year
2016 (1)

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