TY - GEN
T1 - Improved CTA coronary segmentation with a volume-specific intensity threshold
AU - Jawaid, Muhammad Moazzam
AU - Rajani, Ronak
AU - Liatsis, Panos
AU - Reyes-Aldasoro, Constantino Carlos
AU - Slabaugh, Greg
N1 - Publisher Copyright:
© Springer International Publishing AG 2017.
PY - 2017
Y1 - 2017
N2 - State-of-the-art CTA imaging equipment has increased clinician’s ability to make non-invasive diagnoses of coronary heart disease; however, an effective interpretation of the cardiac CTA becomes cumbersome due to large amount of imaged data. Intensity based background suppression is often used to enhance the coronary vasculature but setting a fixed threshold to discriminate coronaries from fatty muscles could be misleading due to non-homogeneous response of contrast medium in CTA volumes. In this work, we propose a volume-specific model of the contrast medium in the coronary segmentation process to improve the segmentation accuracy. The influence of the contrast medium in a CTA volume was modelled by approximating the intensity histogram of the descending aorta with Gaussian approximation. It should be noted that a significant variation in Gaussian mean for 12 CTA volumes validates the need of volume-wise exclusive intensity threshold for accurate coronary segmentation. Moreover, the effectiveness of the adaptive intensity threshold is illustrated with the help of qualitative and quantitative results.
AB - State-of-the-art CTA imaging equipment has increased clinician’s ability to make non-invasive diagnoses of coronary heart disease; however, an effective interpretation of the cardiac CTA becomes cumbersome due to large amount of imaged data. Intensity based background suppression is often used to enhance the coronary vasculature but setting a fixed threshold to discriminate coronaries from fatty muscles could be misleading due to non-homogeneous response of contrast medium in CTA volumes. In this work, we propose a volume-specific model of the contrast medium in the coronary segmentation process to improve the segmentation accuracy. The influence of the contrast medium in a CTA volume was modelled by approximating the intensity histogram of the descending aorta with Gaussian approximation. It should be noted that a significant variation in Gaussian mean for 12 CTA volumes validates the need of volume-wise exclusive intensity threshold for accurate coronary segmentation. Moreover, the effectiveness of the adaptive intensity threshold is illustrated with the help of qualitative and quantitative results.
KW - Computed tomography angiography
KW - Contrast medium
KW - Coronary segmentation
KW - Curve evolution
UR - http://www.scopus.com/inward/record.url?scp=85022215741&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-60964-5_18
DO - 10.1007/978-3-319-60964-5_18
M3 - Conference contribution
AN - SCOPUS:85022215741
SN - 9783319609638
T3 - Communications in Computer and Information Science
SP - 207
EP - 218
BT - Medical Image Understanding and Analysis - 21st Annual Conference, MIUA 2017, Proceedings
A2 - Gonzalez-Castro, Victor
A2 - Valdes Hernandez, Maria
PB - Springer Verlag
T2 - 21st Annual Conference on Medical Image Understanding and Analysis, MIUA 2017
Y2 - 11 July 2017 through 13 July 2017
ER -