Deformable spatio-temporal shape models: Extending active shape models to 2D + time

Image and Vision Computing

Volumn 22, Issue 6, 2004, Pages 461-470

  Hamarneh, Ghassan ^a   Gustavsson, Tomas ^b  

^a SIMON FRASER UNIVERSITY   (Canada)

^b CHALMERS UNIVERSITY OF TECHNOLOGY   (Sweden)

Author keywords

Active shape models; Deformable models; Dynamic programming; Echocardiography; Segmentation; Spatio temporal shapes

Indexed keywords

ALGORITHMS; DYNAMIC PROGRAMMING; ECHOCARDIOGRAPHY; IMAGE SEGMENTATION; ITERATIVE METHODS; MATHEMATICAL MODELS; PATTERN RECOGNITION; STATISTICAL METHODS;

ACTIVE SHAPE MODELS; DEFORMABLE MODELS; SPATIO-TEMPORAL SHAPES;

IMAGE ANALYSIS;

EID: 1342329564     PISSN: 02628856     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.imavis.2003.11.009     Document Type: Article

References (24)

1. Amini A., Weymouth T., Jain R. Using dynamic programming for solving variational problems in vision. IEEE Transactions on Pattern Analysis and Machine Intelligence. 12:(9):1990;855-867.
2. Black M., Yacoob Y. Recognizing facial expressions in image sequences using local parametrized models of image motion. International Journal of Computer Vision. 25:(1):1997;23-48.
3. Bonciu C., Léger C., Thiel J. A Fourier-Shannon approach to closed contour modelling. Bioimaging. 6:1998;111-125.
4. Cohen L. On active contour models and balloons. Computer Vision, Graphics, and Image Processing: Image Understanding. 53:(2):1991;211-218.
5. Cootes T., Edwards G., Taylor C. Active appearance models. Proceedings of the European Conference on Computer Vision. 2:1998;484-498.
6. Cootes T., Taylor C., Cooper D., Graham J. Active shape models - their training and application. Computer Vision and Image Understanding. 61:(1):1995;38-59.
7. Cootes T., Taylor C., Lanitis A. Active shape models: evaluation of a multi-resolution method for improving image search. Proceedings of the British Machine Vision Conference. 1994;327-336.
8. Grzeszczuk R., Levin D. 'Brownian strings': segmenting images with stochastically deformable contours. Pattern Analysis and Machine Intelligence. 19:(10):1997;1100-1114.
9. Herlin I., Nguyen C., Graffigne C. A deformable region model using stochastic processes applied to echocardiographic images. Proceedings of the Computer Vision and Pattern Recognition. 1992;534-539.
10. Hill A., Taylor C. Automatic landmark generation for point distribution models. Proceedings of the British Machine Vision Conference. 1994;429-438.
11. Hill A., Thornham A., Taylor C. Model-based interpretation of 3D medical images. Proceedings of the British Machine Vision Conference. 1993;339-348.
12. Kass M., Witkin A., Terzopoulos D. Snakes: active contour models. International Journal of Computer Vision. 1:(4):1988;321-331.
13. Lelieveldt B., Mitchell S., Bosch J., van der Geest R., Sonka M., Reiber J. Time-continuous segmentation of cardiac image sequences using active appearance motion models. Proceedings of the Information Processing in Medical Imaging. 2001;446-452.
14. Leymarie F., Levine M. Tracking deformable objects in the plane using an active contour model. IEEE Transactions on Pattern Analysis and Machine Intelligence. 15:(6):1993;617-634.
15. Lobregt S., Viergever M. A discrete dynamic contour model. IEEE Transactions on Medical Imaging. 14:(1):1995;12-24.
16. McInerney T., Terzopoulos D. A dynamic finite element surface model for segmentation and tracking in multidimensional medical images with application to cardiac 4D image analysis. Computerized Medical Imaging and Graphics. 19:(1):1995;69-83.
17. McInerney T., Terzopoulos D. Topologically adaptable snakes. Proceedings of the International Conference on Computer Vision. 1995;840-845.
18. Niessen W., Duncan J., Viergever M., Romeny B. Spatiotemporal Analysis of Left Ventricular Motion. SPIE Medical Imaging. 1995;SPIE Press. pp. 250-261.
19. Sclaroff S., Isidoro J. Active blobs. Proceedings of the Sixth IEEE International Conference on Computer Vision. 1998;1146-1153.
20. Signh A., Von Kurowski L., Chiu M. Cardiac MR image segmentation using deformable models. SPIE Proceedings of the Biomedical Image Processing and Biomedical Visualization. 1905:1993;8-28.
21. A. Singh, D. Goldgof, D. Terzopoulos, Deformable Models in Medical Image Analysis, IEEE Computer Society, Silver Spring, MD, ISBN: 0818685212, 1998.
22. Staib L., Duncan J. Boundary finding with parametrically deformable models. IEEE Transactions on Pattern Analysis and Machine Intelligence. 14:(11):1992;1061-1075.
23. Stark S., Fuchs S. A method for tracking the pose of known 3-D objects based on an active contour model. Proceedings of the International Conference on Pattern Recognition. 1996;905-909.
24. Terzopoulos D., Szeliski R. Tracking with Kalman snakes. Blake A., Yuille A. Active Vision. 1992;3-20 MIT Press, Cambridge MA. Chapter 1.