Fast Parametric Active Contour to Improve 3D Segmentation of Tubular Structures

Segmentation of three dimensional (3D) image data is an important task in medical imaging. The segmentation of tubular structures like e.g. colons, blood vessels or bronchioli is, thereby, an important subtask. Qualitative segmentation of subpleural alveoli in microscopic videos (time as the third dimension) is the objective of the present study. The proposed approach attempts to improve a given segmentation that was obtained by a two dimensional parametric active contour algorithm with an additional smoothness criterion for the third dimension. Compared to 2D segmentation alone, the developed approach decreased the high-frequency noise and resolved problems due to the ambiguity of image-features.

[1]  S Nirmala Devi,et al.  Comparison of active contour models for image segmentation in X-ray coronary angiogram images , 2008, Journal of medical engineering & technology.

[2]  Gary Nieman,et al.  Dynamic alveolar mechanics and ventilator-induced lung injury , 2005, Critical care medicine.

[3]  J. Guttmann,et al.  Enhancement of alveolar videos using scattered light for illumination , 2009 .

[4]  K. Moller,et al.  Determining Alveolar Dynamics by Automatic Tracing of Area Changes Within Microscopy Videos , 2008, 2008 2nd International Conference on Bioinformatics and Biomedical Engineering.

[5]  A. Basu,et al.  Airway Segmentation and Measurement in CT Images , 2007, 2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[6]  Laurent D. Cohen,et al.  On active contour models and balloons , 1991, CVGIP Image Underst..

[7]  Demetri Terzopoulos,et al.  Snakes: Active contour models , 2004, International Journal of Computer Vision.

[8]  Junaed Sattar Snakes , Shapes and Gradient Vector Flow , 2022 .

[9]  J. Guttmann,et al.  Classification of alveolar microscopy videos with respect to alveolar stability , 2009 .

[10]  S. Guyonic,et al.  3D snakes for the segmentation of buried mines in 3D acoustic images , 2005, Europe Oceans 2005.

[11]  Louis A Gatto,et al.  Injurious mechanical ventilation in the normal lung causes a progressive pathologic change in dynamic alveolar mechanics , 2007, Critical care.

[12]  S.H. Ong,et al.  Medical Image Segmentation Using Feature-based GVF Snake , 2007, 2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.