Active shape model segmentation with optimal features

IEEE Transactions on Medical Imaging

Volumn 21, Issue 8, 2002, Pages 924-933

  Van Ginneken, Bram ^a   Frangi, Alejandro F ^b   Staal, Joes J ^a   Ter Haar Romeny, Bart M ^c   Viergever, Max A ^a  

^a UNIVERSITY MEDICAL CENTER UTRECHT   (Netherlands)

^b UNIVERSITY OF ZARAGOZA   (Spain)

^c EINDHOVEN UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

Active shape models; Medical image segmentation; Model based segmentation

Indexed keywords

BIOLOGICAL ORGANS; BRAIN; DATABASE SYSTEMS; IMAGE SEGMENTATION;

BRAIN IMAGES;

MEDICAL IMAGING;

ADOLESCENT; ADULT; AGED; ALGORITHM; ARTICLE; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; CEREBELLUM; COMPARATIVE STUDY; COMPUTER ASSISTED DIAGNOSIS; COMPUTER SIMULATION; CORPUS CALLOSUM; EVALUATION; HISTOLOGY; HUMAN; IMAGE ENHANCEMENT; LUNG; METHODOLOGY; MIDDLE AGED; QUALITY CONTROL; RADIOGRAPHY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY;

ADOLESCENT; ADULT; AGED; ALGORITHMS; CEREBELLUM; COMPUTER SIMULATION; CORPUS CALLOSUM; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; LUNG; MIDDLE AGED; MODELS, BIOLOGICAL; PATTERN RECOGNITION, AUTOMATED; QUALITY CONTROL; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 0036688766     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2002.803121     Document Type: Article

References (42)

1. T.F. Cootes, C.J. Taylor, D. Cooper, and J. Graham, "Active shape models-Their training and application," Comput. Vis. Image Understanding, vol. 61, no. 1, pp. 38-59, 1995.
2. T.F. Cootes and C.J. Taylor, "Statistical models of appearance for computer vision," Wolfson Image Anal. Unit, Univ. Manchester, Manchester, U.K., Tech. Rep., 1999.
3. _, "Statistical models of appearance for medical image analysis and computer vision," Proc. SPIE, vol. 4322, pp. 236-248, 2001.
4. M. Kass, A. Witkin, and D. Terzopoulos, "Snakes: Active contour models," Int. J. Comput. Vis., vol. 1, no. 4, pp. 321-331, 1988.
5. T. McInerney and D. Terzopoulos, "Deformable models in medical image analysis: A survey," Med. Image Anal., vol. 1, no. 2, pp. 91-108, 1996.
6. J.A. Sethian, Level Set Methods and Fast Marching Methods, 2 ed. Cambridge, U.K.: Cambridge Univ. Press, 1999.
7. A.L. Yuille, P.W. Hallinan, and D.S. Cohen, "Feature extraction from faces using deformable templates," Int. J. Comput. Vis., vol. 8, no. 2, pp. 99-112, 1992.
8. A. Blake and M. Isard, Active Contours. Berlin, Germany: Springer-Verlag, 1998.
9. A.K. Jain, Y. Zhong, and M.P. Dubuisson-Jolly, "Deformable template models: A review," Signal Processing, vol. 71, no. 2, pp. 109-129, 1998.
10. T.F. Cootes and C.J. Taylor, "A mixture model for representing shape variation," Image Vis. Computing, vol. 17, no. 8, pp. 567-574, 1999.
11. A. Kelemen, G. Székely, and G. Gerig, "Elastic model-based segmentation of 3-D neuroradiological data sets," IEEE Trans. Med. Imag., vol. 18, pp. 828-839, Oct. 1999.
12. B.M. ter Haar Romeny, B. Titulaer, S. Kalitzin, G. Scheffer, F. Broekmans, E. te Velde, and J.J. Staal, "Computer assisted human follicle analysis for fertility prospects with 3D ultrasound," in Lecture Notes in Computer Science. Berlin, Germany: Springer-Verlag, 1999, vol. 1613, IPMI '99, pp. 56-69.
13. A.K. Jain, Y. Zhong, and S. Lakshaman, "Object matching using deformable templates," IEEE Trans. Pattern Anal. Machine Intell., vol. 18, pp. 267-278, Mar. 1996.
14. R. Ronfard, "Region-based strategies for active contour models," Int. J. Comput. Vis., vol. 13, no. 2, pp. 229-251, 1994.
15. M. Brejl and M. Sonka, "Object localization and border detection criteria design in edge-based image segmentation: Automated learning from examples," IEEE Trans. Med. Imag., vol. 19, pp. 973-985, Oct. 2000.
16. S.M. Pizer, D.S. Fritsch, P.A. Yushkevich, V.E. Johnson, and E.L. Chaney, "Segmentation, registration, and measurement of shape variation via image object shape," IEEE Trans. Med. Imag., vol. 18, pp. 851-865, Oct. 1999.
17. T.F. Cootes, G.J. Edwards, and C.J. Taylor, "Active appearance models," in Proc. Eur. Conf. Computer Vision, vol. 2, H. Burkhardt and B. Neumann, Eds., 1998, pp. 484-498.
18. _, "Active appearance models," IEEE Trans. Pattern Anal. Machine Intell., vol. 23, pp. 681-685, June 2001.
19. S. Sclaroff and A.P. Pentland, "Modal matching for correspondence and recognition," IEEE Trans. Pattern Anal. Machine Intell., vol. 17, pp. 545-561, July 1995.
20. S. Sclaroff and J. Isodor, "Active blobs," in Proc. IEEE ICCV, 1998, pp. 1146-1153.
21. T.F. Cootes, A. Hill, C.J. Taylor, and J. Haslam, "The use of active shape models for locating structures in medical images," Image Vis. Computing, vol. 12, no. 6, pp. 355-366, 1994.
22. P.P. Smyth, C.J. Taylor, and J.E. Adams, "Automatic measurement of vertebral shape using active shape models," in Proc. Br. Machine Vision Conf., 1996, pp. 705-714.
23. S. Solloway, C.J. Taylor, C.E. Hutchinson, and J.C. Waterton, "The use of active shape models for making thickness measurements from MR images," in Proc. 4th Eur. Conf. Computer Vision, 1996, pp. 400-412.
24. N. Duta and M. Sonka, "Segmentation and interpretation of MR brain images: An improved active shape model," IEEE Trans. Med. Imag., vol. 17, pp. 1049-1067, June 1998.
25. G. Behiels, D. Vandermeulen, F. Maes, P. Suetens, and P. Dewaele, "Active shape model-based segmentation of digital X-ray images," in Lecture Notes in Computer Science. Berlin, Germany: Springer-Verlag, 1999, MICCAI '99, pp. 128-137.
26. F. Vogelsang, M. Kohnen, J. Mahlke, F. Weiler, M.W. Kilbinger, B. Wein, and R.W. Günther, "Model based analysis of chest radiographs," Proc. SPIE, vol. 3979, pp. 1040-1052, 2000.
27. G. Hamarneh and T. Gustavsson, "Combining snakes and active shape models for segmenting the human left ventricle in echocardiographic images," in Computers in Cardiology. Piscataway, NJ: IEEE, 2000, vol. 27, pp. 115-118.
28. I. Dryden and K.V. Mardia, The Statistical Analysis of Shape. London, U.K.: Wiley, 1998.
29. C. Goodall, "Procrustes methods in the statistical analysis of shapes," J. Roy. Statist. Soc. B, vol. 53, no. 2, pp. 285-339, 1991.
30. C. Rao, Linear Statistical Inference and Its Applications. New York: Wiley, 1973.
31. P. Sozou, T.F. Cootes, C.J. Taylor, and E. DiMauro, "A nonlinear generalization of point distribution models using polynomial regression," Image Vis. Computing, vol. 13, no. 5, pp. 451-457, 1995.
32. A. Hill, T.F. Cootes, and C.J. Taylor, "Active shape models and the shape approximation problem," Image Vis. Computing, vol. 14, no. 8, pp. 601-607, 1996.
33. J.J. Koenderink and A.J. van Doom, "Representation of local geometry in the visual system," Biological Cybern., vol. 55, pp. 367-375, 1987.
34. L.M.J. Florack, B.M. ter Haar Romeny, J.J. Koenderink, and M.A. Viergever, "The Gaussian scale-space paradigm and the multiscale local jet," Int. J. Comput. Vis., vol. 18, no. 1, pp. 61-75, 1996.
35. J.J. Koenderink, "The structure of images," Biological Cybern., vol. 50, pp. 363-370, 1984.
36. J.J. Koenderink and A.J. van Doom, "The structure of locally orderless images," Int. J. Comput. Vis., vol. 31, no. 2/3, pp. 159-168, 1999.
37. M. Unser, "Local linear transforms for texture measurements," Signal Processing, vol. 11, pp. 61-79, 1986.
38. R. Duda and P. Hart, Pattern Classification and Scene Analysis. New York: Wiley, 1973.
39. A. Whitney, "A direct method of non parametric measurement selection," IEEE Trans. Computing, vol. C-20, pp. 1100-1103, 1971.
40. P. Pudil, J. Novovicova, and J. Kittler, "Floating search methods in feature selection," Pattern Recogn. Lett., vol. 15, no. 11, pp. 1119-1125, 1994.
41. P. Somol, P. Pudil, J. Novovicova, and P. Paclik, "Adaptive floating search methods in feature selection," Pattern Recogn. Lett., vol. 20, no. 11-13, pp. 1157-1163, 1999.
42. S. Arya, D.M. Mount, N.S. Netanyahu, R. Silverman, and A.Y. Wu, "An optimal algorithm for approximate nearest neighbor searching in fixed dimensions," J. ACM, vol. 45, no. 6, pp. 891-923, 1998.