Abstract:
Active contours approach is a very used family of techniques in image analysis. This work presents a comparative study between two active contour approaches for image segmentation. Level sets method and deformable contours under B-spline representation are compared. These image segmentation methods have different features and are difficult to compare in terms of performance, accuracy and initialization conditions. Both are implemented and a way to calculate the approximation error is developed. As a conclusion of this work a theoretical comparison and a comparative characterization of the approximation error for each method are presented. © 2004 IEEE.
Registro:
Documento: |
Conferencia
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Título: | Segmentation with active contours: A comparative study of B-Spline and Level Set techniques |
Autor: | Wassermann, D.; Mejail, M.E.; Gambini, J.; Buemi, M.E. |
Ciudad: | Curitiba |
Filiación: | Universidad de Buenos Aires, FCEyN, Ciudad Universitaria, Pab. I, 1428 Buenos Aires, Argentina
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Palabras clave: | Active contours; Approximation errors; B-spline representation; Textured images; Algorithms; Approximation theory; Curve fitting; Error analysis; Feature extraction; Image analysis; Mathematical models; Partial differential equations; Image segmentation |
Año: | 2004
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Página de inicio: | 98
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Página de fin: | 105
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DOI: |
http://dx.doi.org/10.1109/SIBGRA.2004.1352949 |
Título revista: | Proceedings - XVII Brazilian Symposium on Computer Graphics and Image Processing, SIBGRAPI 2004. And II Ibero-American Symposium on Computer Graphics, SIACG 2004
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Título revista abreviado: | Braz. Symp. Comput. Graph. Image Process.
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ISSN: | 15301834
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Registro: | https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_15301834_v_n_p98_Wassermann |
Referencias:
- Blake, A., Isard, M., (1998) Active Contours, , Springer Verlag
- Caselles, V., Kimmel, R., Sapiro, G., Geodesic active contours (1995) ICCV, pp. 694-699
- Do Carmo, (1990) Geometría Diferencial de Curvas y Superficies, , Alianza Editorial
- Kass, M., Witkin, A., Terzopoulos, D., Snakes: Active contour models (1987) Proc. of IEEE Conference on Computer Vision, pp. 259-268. , London, England, 8-11
- Kimia, B., Tannebaum, A., Zucker, S., (1995) Shapes, Shocks, and Deformations I: The Components of Two-dimensional Shape and the Reaction-diffusion Space
- Malladi, R., Sethian, J.A., Vemuri, B.C., Shape modeling with front propagation: A level set approach (1995) IEEE Transactions on Pattern Analysis and Machine Intelligence, 17 (2), pp. 158-175
- Osher, S., Sethian, J.A., Fronts propagating with curvature-dependent speed: Algorithms based on Hamilton-Jacobi formulations (1988) Journal of Computational Physics, 79, pp. 12-49
- Rogers, D.F., Adams, J.A., (1990) Mathematical Elements for Computer Graphics, , McGraw-Hill, New York, USA, 2 edition
- Sethian, J.A., (1999) Level Set Methods and Fast Marching Methods, , Cambridge University Press, second edition
- Sethian, J.A., Curvature and the evolution of fronts (1985) Comm. in Math. Phys., (101), pp. 487-499
- Sun, J., Liu, K., Singh, S., Laxminarayana, S., Reden, L., (2001) Shape Recovery Algorithms Using Level Sets in 2-d/3-d Medical Imagery: A State-of-the-art Review
- Zhu, P., Chirlian, P.M., On critical point detection of digital shapes (1995) IEEE Transactions on Pattern Analysis and Machine Intelligence, 17, pp. 737-748A4 - IEEE Computer Society
Citas:
---------- APA ----------
Wassermann, D., Mejail, M.E., Gambini, J. & Buemi, M.E.
(2004)
. Segmentation with active contours: A comparative study of B-Spline and Level Set techniques. Proceedings - XVII Brazilian Symposium on Computer Graphics and Image Processing, SIBGRAPI 2004. And II Ibero-American Symposium on Computer Graphics, SIACG 2004, 98-105.
http://dx.doi.org/10.1109/SIBGRA.2004.1352949---------- CHICAGO ----------
Wassermann, D., Mejail, M.E., Gambini, J., Buemi, M.E.
"Segmentation with active contours: A comparative study of B-Spline and Level Set techniques"
. Proceedings - XVII Brazilian Symposium on Computer Graphics and Image Processing, SIBGRAPI 2004. And II Ibero-American Symposium on Computer Graphics, SIACG 2004
(2004) : 98-105.
http://dx.doi.org/10.1109/SIBGRA.2004.1352949---------- MLA ----------
Wassermann, D., Mejail, M.E., Gambini, J., Buemi, M.E.
"Segmentation with active contours: A comparative study of B-Spline and Level Set techniques"
. Proceedings - XVII Brazilian Symposium on Computer Graphics and Image Processing, SIBGRAPI 2004. And II Ibero-American Symposium on Computer Graphics, SIACG 2004, 2004, pp. 98-105.
http://dx.doi.org/10.1109/SIBGRA.2004.1352949---------- VANCOUVER ----------
Wassermann, D., Mejail, M.E., Gambini, J., Buemi, M.E. Segmentation with active contours: A comparative study of B-Spline and Level Set techniques. Braz. Symp. Comput. Graph. Image Process. 2004:98-105.
http://dx.doi.org/10.1109/SIBGRA.2004.1352949