Abstract
Deformable Template models are first applied to track the inner wall of coronary arteries in intravascular ultrasound sequences, mainly in the assistance to angioplasty surgery. A circular template is used for initializing an elliptical deformable model to track wall deformation when inflating a balloon placed at the tip of the catheter. We define a new energy function for driving the behavior of the template and we test its robustness both in real and synthetic images. Finally we introduce a framework for learning and recognizing spatio-temporal geometric constraints based on Principal Component Analysis (eigenconstraints).
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Amit, Y., Grenander, U., Piccioni, M.: Structural Image Restoration through Deformable Templates. J. Amer. Stat. Ass. 86 (1991) 376–387.
Baumberg, A., Hogg, D.: Learning Flexible Models in Image Sequences. European Conference on Computer Vision. (1994)
Cootes, T.F., Taylor, C.J., Cooper, D.H., Graham J.: Trainable Method of Parametric Shape. Image and Vision Computing. 10 (1992) 289–294
Cootes, T.F., Taylor, C.J.: Active Shape Models. Smart Snakes. Proc. British Machine Vision Conference. (1992) 266–275
Dias, J., LeytÃo, J.: Wall Position and Thickness Estimation from Sequences of Echocardiographic Images. IEEE Trans. Medical Imaging. 15 (1996) 25–38.
Dubuisson, M., Lakshmanan, S., Jain, A.: Vehicle Segmentation and Classification Using Deformable Templates. IEEE Trans. PAMI. 18 (1996) 293–308
Duda, R.O., Hart, P.E.: Pattern Classification and Scene Analysis. John Wiley and Sons. (1973)
Fukunaga, K.: Introduction to Statistical Pattern Recognition. New York: Academic (1972)
Goar, F. ST., Pinto, F.J., Alderman, E.L., Fitzgerald, P.J., Stadius, M.L., Popp, R.L.: Intracoronary Ultrasound Imaging of Angiographically Normal Coronary Arteries: An In Vivo Comparison with Quantitative Angiography. Journal of the American College of Cardiology. 18 (1992) 979–987
Grenander, U.: General Pattern Theory: A Mathematical Study of Regular Structures. Oxford University Press. (1993)
Grenander, U., Miller, M.: Representation of Knowledge in Complex Systems. J. Royal Stat. Soc. 56 (1994) 1–33
Hyche, M., Ezquerra, N., Mullick, R.: Spatiotemporal Detection of Arterial Structure Using Active Contours. Proc. Visualization in Biomedical Computing. (1992) 52–62
Isner, J.M., Rosenfield, K., Losordo, D.W., Krishnaswamy, C.”,: Clinical Experience with Intravascular Ultrasound as an Adjunct to Percutaneous Revascularization. Intravascular Ultrasound Imaging. Ed. J.M. Tobis, P.G. Yock. Churchill Livingstone Inc., New York (1992) 186–197
Ivins, J., Porril, J.: Active Region Models for Segmenting Medical Images. Proc. ICIP94 (1994) 227–231
Jain, A., Zhong, Y., Lakshmanan, S.: Object Matching Using Deformable Templates. IEEE Trans. PAMI. 18 (1996) 267–277
Kirby, M., Weisser, F., Dangelmayr, G.: A model problem in the representation of digital image sequences. Patter Recognition. 26 (1993) 63–73
Krishnaswamy, C., D'Adamo, A.J., Sehgal, C.M.: Three Dimensional Reconstruction of Intravascular Ultrasound Images. Intravascular Ultrasound Imaging. Ed. J.M. Tobis, P.G. Yock. Churchill Livingstone Inc., New York. (1992) 141–147
Lengyel, J., Greenberg, D.P., Popp, R.: Time-Dependent Three Dimensional Intravascular Ultrasound. Proc. SIGGRAPH'95. (1995) 457–464
Lengyel, J., Greenberg, D.P., Yeung, A., Alderman, E., Popp, R.: Three Dimensional Reconstruction and Volume Rendering of Intravascular Ultrasound Slices Imaged on a Curved Arterial Path. Proc. CVRMed'95. (1995)
Lipson, P., Yuille, A.L., OKeefe, D., Cavanaugh, J., Taafle, J., Rosenthal, D.: Deformable Templates for Feature Extraction from Medical Images. Proc. 1st European Conference on Computer Vision. (1990)
Moghaddam, B., Pentland, A.: Face Recognition using View-Based and Modular Eigenspaces. M.I.T. Technical Report No. 301. (1994)
Murase, H., Sakai, R.: Moving object recognition in eigenspace representation: gait analysis and lip reading. Patter Recognition Letters. 17 (1996) 155–162
Roedlandt, J.R., Di Mario, C., Pandian, N.G., Wenguang, L., Keane, L., Slager, C.J., De Feyter, P.J., Serrius, P.W.: Three Dimensional Reconstruction of Intracoronary Ultrasound Images. Circulation. 90 (1994) 1044–1055
Ronfard, R.: Region-Based Strategies for Active Contour Models. Int. Journal of Computer Vision. 13 (1994) 229–251
Rosenfield, K., Losordo, D.W., Ramaswamy, K., Pastore, J.O., Langevin, E., Razvi, S., Kosowski, B.D., Isner, J.M.: Three Dimensional Reconstruction of Human Coronary and Peripheral Arteries from Images Recorded During Two-Dimensional Intravascular Ultrasound Examination. Circulation, 84 (1991) 1938–1956
Xie, X., Sudhakar, R., Zhuang, H.: On Improving Eye Feature Extraction Using Deformable Templates. Pattern Recognition. 27 (1994) 791–799
Yock, P., Linker, D., Angelson, A.: Intravascular Ultrasound: Technical Development and Initial Clinical Experience. Journal of the American Society of Echocardiography. 2 (1989) 296–304
Yuille, A.L., Cohen, D.S., Halliman, P.W.: Feature Extraction from Faces Using Deformable Templates. Proc. CVPR. (1989) 104–109
Yuille, A.L.: Generalized Deformable Models, Statistical Physics and Matching Problems. Neural Computation. 2 (1990) 1–24
Yuille, A.L. Honda, K., Peterson, C.: Particle Tracking by Deformable Templates. Proc. International Joint Conference on Neural Networks. (1990)
Yuille, A.L., Halliman, P.W.: Active Vision. Ed. A.L. Yuille, A. Blake. MIT Press. (1992) 21–38
Zhu, S.C., Yuille, A.L.: FORMS: A Flexible Object Recognition and Modelling System. Harvard Robotics Laboratory, TR No.94-1 (1994)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 1997 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Escolano, F., Cazorla, M., Gallardo, D., Rizo, R. (1997). Deformable templates for tracking and analysis of intravascular ultrasound sequences. In: Pelillo, M., Hancock, E.R. (eds) Energy Minimization Methods in Computer Vision and Pattern Recognition. EMMCVPR 1997. Lecture Notes in Computer Science, vol 1223. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-62909-2_101
Download citation
DOI: https://doi.org/10.1007/3-540-62909-2_101
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-62909-2
Online ISBN: 978-3-540-69042-9
eBook Packages: Springer Book Archive