Abstract
We study hierarchical segmentation in the framework of edge-weighted graphs. We define ultrametric watersheds as topological watersheds null on the minima. We prove that there exists a bijection between the set of ultrametric watersheds and the set of hierarchical segmentations. We end this paper by showing how to use the proposed framework in practice on the example of constrained connectivity; in particular it allows to compute such a hierarchy following a classical watershed-based morphological scheme, which provides an efficient algorithm to compute the whole hierarchy.
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Guigues, L., Cocquerez, J.P., Men, H.L.: Scale-sets image analysis. Int. J. Comput. Vis. 68(3), 289–317 (2006)
Barthélemy, J.P., Brucker, F., Osswald, C.: Combinatorial optimization and hierarchical classifications. 4OR 2(3), 179–219 (2004)
Soille, P.: Constrained connectivity for hierarchical image decomposition and simplification. IEEE Trans. Pattern Anal. Mach. Intell. 30(7), 1132–1145 (2008)
Najman, L.: Ultrametric watersheds. In: ISMM 09. LNCS, vol. 5720, pp. 181–192. Springer, Berlin (2009)
Benzécri, J.: L’Analyse des Données: La Taxinomie, vol. 1. Dunod, Paris (1973)
Johnson, S.: Hierarchical clustering schemes. Psychometrika 32, 241–254 (1967)
Jardine, N., Sibson, R.: Mathematical Taxonomy. Wiley, New York (1971)
Diday, E.: Spatial classification. Discrete Appl. Math. 156(8), 1271–1294 (2008)
Serra, J.: A lattice approach to image segmentation. J. Math. Imaging Vis. 24(1), 83–130 (2006)
Ronse, C.: Partial partitions, partial connections and connective segmentation. J. Math. Imaging Vis. 32(2), 97–105 (2008)
Pavlidis, T.: Hierarchies in structural pattern recognition. Proc. IEEE 67(5), 737–744 (1979)
Najman, L., Schmitt, M.: Geodesic saliency of watershed contours and hierarchical segmentation. IEEE Trans. Pattern Anal. Mach. Intell. 18(12), 1163–1173 (1996)
Arbeláez, P.A., Cohen, L.D.: A metric approach to vector-valued image segmentation. Int. J. Comput. Vis. 69(1), 119–126 (2006)
Pavlidis, T.: Segmentation techniques. In: Structural Pattern Recognition. Springer Series in Electrophysics, vol. 1, pp. 90–123. Springer, Berlin (1977). Chaps. 4–5
Meyer, F., Beucher, S.: Morphological segmentation. J. Vis. Commun. Image Represent. 1(1), 21–46 (1990)
Meyer, F.: Morphological segmentation revisited. In: Space, Structure and Randomness, pp. 315–347. Springer, Berlin (2005)
Meyer, F., Najman, L.: Segmentation, minimum spanning tree and hierarchies. In: Najman, L., Talbot, H. (eds.) Mathematical Morphology: from Theory to Application, pp. 229–261. ISTE-Wiley, London (2010)
Najman, L., Talbot, H. (eds.): Mathematical Morphology: from Theory to Applications, p. 507. ISTE-Wiley, London (2010). ISBN:9781848212152
Roerdink, J.B.T.M., Meijster, A.: The watershed transform: Definitions, algorithms and parallelization strategies. Fundam. Inform. 41(1–2), 187–228 (2001)
Bertrand, G.: On topological watersheds. J. Math. Imaging Vis. 22(2–3), 217–230 (2005)
Najman, L., Couprie, M., Bertrand, G.: Watersheds, mosaics and the emergence paradigm. Discrete Appl. Math. 147(2–3), 301–324 (2005)
Cousty, J., Bertrand, G., Couprie, M., Najman, L.: Fusion graphs: merging properties and watersheds. J. Math. Imaging Vis. 30(1), 87–104 (2008)
Cousty, J., Najman, L., Bertrand, G., Couprie, M.: Weighted fusion graphs: merging properties and watersheds. Discrete Appl. Math. 156(15), 3011–3027 (2008)
Cousty, J., Bertrand, G., Najman, L., Couprie, M.: Watershed cuts: minimum spanning forests and the drop of water principle. IEEE Trans. Pattern Anal. Mach. Intell. 31(8), 1362–1374 (2009)
Couprie, C., Grady, L., Najman, L., Talbot, H.: Power watersheds: A new image segmentation framework extending graph cuts, random walker and optimal spanning forest. In: International Conference on Computer Vision (ICCV’09), Kyoto, Japan, October, 2009. IEEE Press, New York (2009)
Couprie, C., Grady, L., Najman, L., Talbot, H.: Power Watersheds: A Unifying Graph Based Optimization Framework. IEEE Trans. Pattern Anal. Mach. Intell. (2010, to appear)
Diestel, R.: Graph Theory. Graduate Texts in Mathematics. Springer, Berlin (1997)
Kong, T., Rosenfeld, A.: Digital topology: Introduction and survey. Comput. Vis. Graph. Image Process. 48(3), 357–393 (1989)
Cousty, J., Najman, L., Serra, J.: Some morphological operators in graph spaces. In: ISMM 09. LNCS, vol. 5720, pp. 49–160 (2009)
Cousty, J., Bertrand, G., Najman, L., Couprie, M.: Watershed cuts: thinnings, shortest-path forests and topological watersheds. IEEE Trans. Pattern Anal. Mach. Intell. 32(5), 925–939 (2010)
Salembier, P., Oliveras, A., Garrido, L.: Anti-extensive connected operators for image and sequence processing. IEEE Trans. Image Process. 7(4), 555–570 (1998)
Najman, L., Couprie, M.: Building the component tree in quasi-linear time. IEEE Trans. Image Process. 15(11), 3531–3539 (2006)
Couprie, M., Najman, L., Bertrand, G.: Quasi-linear algorithms for the topological watershed. J. Math. Imaging Vis. 22(2–3), 231–249 (2005)
Krasner, M.: Espaces ultramétriques. C. R. Math. 219, 433–435 (1944)
Leclerc, B.: Description combinatoire des ultramétriques. Math. Sci. Hum. 73, 5–37 (1981)
Gower, J., Ross, G.: Minimum spanning tree and single linkage cluster analysis. Appl. Stat. 18, 54–64 (1969)
Kruskal, J.B.: On the shortest spanning subtree of a graph and the traveling salesman problem. Proc. Am. Math. Soc. 7, 48–50 (1956)
Khalimsky, E., Kopperman, R., Meyer, P.: Computer graphics and connected topologies on finite ordered sets. Topol. Appl. 36, 1–17 (1990)
Alexandroff, P., Hopf, H.: Topology. Springer, Berlin (1937)
Alexandroff, P.: Diskrete Räume. Math. USSR Sb. 2(3), 501–518 (1937)
Bertrand, G.: On critical kernels. C. R. Acad. Sci., Sér. 1 Math. 345 363–367 (2007)
Cousty, J., Bertrand, G., Couprie, M., Najman, L.: Collapses and watersheds in pseudomanifolds. In: Proceedings of the 13th IWCIA, pp. 397–410. Springer, Berlin (2009)
Nagao, M., Matsuyama, T., Ikeda, Y.: Region extraction and shape analysis in aerial photographs. Comput. Graph. Image Process. 10(3), 195–223 (1979)
Mattiussi, C.: The finite volume, finite difference, and finite elements methods as numerical methods for physical field problems. Adv. Imaging Electron Phys. 113, 1–146 (2000)
Bender, M., Farach-Colton, M.: The lca problem revisited. In: Latin Amer. Theor. INformatics, pp. 88–94 (2000)
Soille, P., Grazzini, J.: Constrained connectivity and transition regions. In: ISMM 09. LNCS, vol. 5720, pp. 59–69. Springer, Berlin (2009)
Cousty, J., Najman, L., Serra, J.: Raising in watershed lattices. In: 15th IEEE ICIP’08, San Diego, USA, October, 2008, pp. 2196–2199. (2008)
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This work was partially supported by ANR grant SURF-NT05-2_45825.
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Najman, L. On the Equivalence Between Hierarchical Segmentations and Ultrametric Watersheds. J Math Imaging Vis 40, 231–247 (2011). https://doi.org/10.1007/s10851-011-0259-1
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DOI: https://doi.org/10.1007/s10851-011-0259-1